{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib 基础"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在使用**Numpy**之前，需要了解一些画图的基础。\n",
    "\n",
    "**Matplotlib**是一个类似**Matlab**的工具包，主页地址为\n",
    "\n",
    "http://matplotlib.org \n",
    "\n",
    "导入 `matplotlib` 和 `numpy`："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: MacOSX\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: pylab import has clobbered these variables: ['plt']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n"
     ]
    }
   ],
   "source": [
    "%pylab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import numpy as np\n",
    "from numpy import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot 二维图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "plot(y)\n",
    "plot(x, y)\n",
    "plot(x, y, format_string)\n",
    "```\n",
    "\n",
    "只给定 `y` 值，默认以下标为 `x` 轴："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea76d7fc90>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GjkakYgqy8u/f39s4KPFLJmy8MVxzjap/SZ6crvyXLYNdd4XXX4f69SMHJgVr+XLYZRcY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\no6tsFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea76ad2fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "x = linspace(0, 2 * pi, 50)\n",
    "plot(sin(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "给定 `x` 和 `y` 值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea773a8b10>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pt3V+800V+yhSwRfJEQ0b+tW47drB4Yf7vfTXr8/OvV96yS8K+9vfYMQIqFUr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea76d26610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, sin(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多条数据线："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea77554090>,\n",
       " <matplotlib.lines.Line2D at 0x7fea77554290>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dC+G2v/WFN2ynTdN63nt7GyzKQNrXb8++U/vIvJJptBS3ZOxYLeyXnl7ydSp+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\n4SsUCoVFUIavUCgUFuH/AUlLT7a8V/nIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea774507d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, sin(x), x, sin(2 * x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用字符串，给定线条参数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea7779d190>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UVGgTL9t06eKPXJgyJehIREInlAnfzPBuuIE+8c/Vqpdlrr3Wn5Wv/94iCQllwveKi4ks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\nXQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea776607d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, sin(x), 'r-^')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多线条："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea778eec10>,\n",
       " <matplotlib.lines.Line2D at 0x7fea778eed10>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rZqFd4cbE8Y8iOTmN3bsbWJpbWqrLXePiQmihvRERPCtWMOPQIVdrNbkNezv8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\n1Vd65esGQtD2bkTVjsbz2Wc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j7a3RHyK8XpHLLxeZNMlqS4JMWZnIKaeIrFhR6ynx8ZOP\nSF7rIyFhcuDz5+WJdO4ccNevncEkbQ1+07evvuUNsDvSX6Qi3rt/P+DOhhjQTcXPPw9paZCTY7U1\nQSQqCm6+Wf9htRDSfMa8eXDNNZWlmG7G1OEbqnPvvUjTpqSWloZt68PMBQtQN9/MyCryDpnR0ahX\nX3WfuBV617277y7krLPS2LHDIVsibtig91H+8ccaez2+/LKQYcNmUVYW5J4EEejRQ8fwBw5s+Dg2\nx9c6fBPDN1Rn1Cg8V19N0a+/snDw4LA43LycHEratye3uBh69wbKG2LspN4ZRvr3L2T37lm89dZh\n57dkSYQ3ZMXGQs+e8NFHcMUV1Z4qK4NJk2K4446x/Pzz9CoNVkH4e5cv17dOAwYENo5T8CXuE84D\nE8O3FG9pqSQ1aRJeNcGyMpEePURyckI/VwTg2IasF1/USYojSEkRueACkdLSEMw5frzIQw+FYGB7\ngYnhGxqC5513wr/14SefQHS0vuU3OLch6+qr9S5mO3ZUPvTJJzpvMXcuNGoU5Pm8Xh3KcXmzVVVM\nSMdQiVQpjQSdPB2XmsqIUaNCG8ufPVvvSO3wMkxfOZzArOr0HdCQ1aIFXH45P896hrsLGlFQ4OXr\nr6N44YUxtG8f/FCVLF5M6v79TOzdG/PJKseX24BwHpiQjmVkzJ8vmdHR1eriQl4iuWmTSNu2IsXF\noZsjwsjP3yixseOrhHVK5Jhjxsu6dRutNi1gts59Xb5peqJAceXfFhs7XvLzg/+3ZYwcKUnNmrmi\nxBcfQzqmSsdQSeo991Dy9dd6Nb9/P3z1FRIXx3FDhoROTTA5GX79FZ5+OjTjRygFBYUkJ2uFyPbt\no9i+fQzdu8fw3HORfSN04+gUpr2exh94l5WcWf7oHkaPDlKDVTmyZw/jWrdmRmkp4+LimJGb6+hG\nPl+rdIzDN9TOjTdCnz4waVJoxj94EGJiYNEi6NUrNHM4hOJiGDYMrryykB9+SGPLlsgs10xISCE+\nG1qxi6lEs5tHAUVCQgqLFk0N2jyZo0ej3nyTkWVlrijxNfLIhsBZvVqkfXuRfftCM/68eSIJCaEZ\n24F89tlGadSoeqgnVOGQUDFkyBTpSp7Mo4XcSguJZkHQK5C8P/8sSY0aibc8LOm0/WtrAlOlYwiY\nfv10/fKrr4Zm/Gef1clag088/3xalcYkgOZs2DCV5OQ0C63ynQULoKBgDKUnv8xChDkU04/H6dZt\nclAF4zy33kqiUq7e2ao2TJWOoW7uuw/+9Cd9BKluTkRIve02Jv7wA+ryy4MyphuItHLNijzEli1e\noqKiWLFiDIsWxbDqi+4cP3YfyguTGq3ktwm3BC8stWULeZmZlAwcSO4xx1Q+LOLeRr6qGIdvqJtz\nz4UTTtD9/lddFZQhPenpFP3nPyy84gpGNmkSlDHdQCSVa1bIHR9WwNxDx44ptGx5JytffYUZXr3v\nwuVlhxj3yivc+Ne/BiepOm0aE++6C554IvCxnIgvcZ9wHpgYvv145x2RQYOCoqLp9XoladAgHVcd\nMMDRcdVgU1O5ZlTUeHn9dfvF8GvrFk489+qjS3+PPTY4pZPr14scf7zIzz8HPlaEgY8xfLPCN9TP\n738PkyYhixaRmpUVkKiaJz2dxJUrdVx13ToWvv2262+zfeVI/fyOHaNITBzL3XfHsG9fIYsW2ad6\np7bw0y8Fm/iiQicfoLAQ+e03jvv888A/B5Mnw7hx0LZtYOM4GV+uCuE8MCt8ezJnjmScfroktWjR\n4NWY1+uVpO7dXVU9EQ7S0zdKVJR9qne8XpEzzvBRD+jAAZFevUQCXeF//bVIhw5B3PE8ssDHFb7l\nDv4og4zDtyXeffsCFlXLeOopyTxihwu3bnYSTKwWW8vP3yijR0+R+PjJcs01U+TiizdKv34bJSbG\nx4vQ//4n0qmTyK+/+j231+uVx++7T7wjR4o880wQ/prIxFeHb0I6Bp/wfPABiVFROhSzerX/oZh9\n+8ibNo2SHj3I7dix8mERUz0RKFZW79SUnG3RIoUvvxxLs2bVw0+1yh2fey6MHAkPPeR3x7UnPZ2i\nWbNY2Lw5I997Lyh/k6Px5aoQzgOzwrcdXq9Xr+qrhmLOOMO/Vf5tt4lcd50l2yc6ndpW+IMHT5Ef\nfji8+h49ekrQwzxBu7vYuVOkXTvxfvmlXrH78Dmp+rlMio11dWiQcIR0gKuANUAZMKCO8xKBdcB6\n4L56xgzl+2JoADWKqoFkzp5d5+sqb7dfeUXktNNEfvstTBa7i5qqd04+ebz07LlYjj02eLH9qqGb\niovHgAFB3Iv2lVcko2tXn/NEGc8/L5lRUSY0KOFz+KcBPYBFtTl8IAr4AYgBmgArgZ51jBnadyaE\nfPrpp1abEBC12f9EUpJMPu88STn//Mpjcvfu8kTLliKbNx927EessDLmz5ek5s0l87jjRFatssz+\nSE20d8EAAAX0SURBVCEQ+yuccULCYWd83XW1r75rct71jX/kRSU6erw0azahymOfBpQ/8JaVSVLL\nlnrFPnhwnSt2b2ZmZU4pWAUAkfz5CYvDrxwEPq3D4Q8FMqr8PqmuVX4kO/yUlBSrTQgIv+1PTRU5\n9VTJeOGFo1ZlXq9XkgYO1F/Ebt3Ccrvtuve/HuLja1599+hxt3TrVvPKv7YLQW2hm0suSapyIUgJ\n6C4iY/58yTz22MN3kFdfLbJ9u4hUuVs8eFDk/vslo00byWzWrPpdZ4Cr/Ej+/Pjq8MORtO0EbK7y\n+4/AkDDMawg1EyYge/fiGTuWGfv3M27cOEZkZqK+/x7PqlUk7t6tk7zbtpl6ewuorTN306bNHDjw\nKkdq8iQlPcTatY2qJWCzs1O4+eaxeDw1J4b37m1JVtatJCdPJyfnU84+WzVoL1qR8s139u0DYCQw\n7rPPGHHaaairrsLTuzdFzz7LwnffZWSXLuRdfTUl69YdrufHFAD4Qr0OXymVBbSr+hAgwIMi8n6o\nDDNEBp5evUgsK9OOfetWFirFiIcewnPvvcxYsQII485ZhmpMmzaGJUtSqjnw2NgUTjyxO0uWHO28\n33uvEPgPVS8EW7ZMZf786Zx6ahQ7d9Ys69C1awyvvZbClCnClCkpDbLVk55OYl5edcGzkhIWPvMM\nIzZv1p+n0lLG7d3LiA8/ZGLQ90N0B0HRw1dKfQqMF5Gva3huKDBFRBLLf5+Evv14vJaxAjfIYDAY\nXIb4oIcfzJBObZMtA7orpWKAIuBa4LraBvHFaIPBYDD4T0Aye0qpK5RSm9GJ2Q+UUhnlj3dQSn0A\nICJlwJ3AQmAtME9Evg3MbIPBYDD4i+22ODQYDAZDaLCNkLZSKlEptU4ptV4pdZ/V9viDUupFpdR2\npdRqq21pCEqpzkqpRUqptUqpPKXUXVbb5A9KqWZKqaVKqRXl9jcsc2ghSqkopdTXSqmI0wdQSm1U\nSq0qf/+/tNoef1FKtVJKzVdKfVv+HYiz2iZfUUqdWv6+f13+7691fX9tscJXSkWhu3B/B2xFx/2v\nFZF1lhrmI0qpc4AS4FUROd1qe/xFKdUeaC8iK5VSxwHLgcsj5f0HUEpFi8hepVQjIAe4S0Qixvko\npe4BBgItReT3VtvjD0qpfGCgiOyy2paGoJRKAz4TkZeVUo2BaBH5zWKz/Kbcj/4IxInI5prOscsK\nfwjwvYgUisghYB4QMXvfichiICI/7AAisk1EVpb/XAJ8i+6fiBhEZG/5j83QxQjWr2R8RCnVGbgY\nmGO1LQ1EYR9f4hdKqZbAuSLyMoCIlEaisy/nQmBDbc4e7POfVFNzVkQ5HKeglOoC9AeWWmuJf5SH\nRFYA24AsEVlmtU1+MBOYSARdpI5AgCyl1DKl1J+tNsZPugI7lVIvl4dFnldKHWu1UQ3kGuCNuk6w\ni8M32IDycM4C4O7ylX7EICJeETkT6AzEKaV6W22TLyilLgG2l99hKWovb7YzZ4vIAPRdyh3lIc5I\noTEwAHi2/G/Yi5Z/iSiUUk2A3wPz6zrPLg5/C3BKld87lz9mCBPlscsFwH9E5L9W29NQym/HP0Ur\ntEYCZwO/L4+DvwEkKKVetdgmvxCRovJ/fwLeIbKkU34ENovIV+W/L0BfACKNi4Dl5f8HtWIXh1/Z\nnKWUaopuzoq0aoVIXZ1V8BLwjYg8ZbUh/qKUOkEp1ar852OB4Wg5btsjIg+IyCki0g39uV8kIjdZ\nbZevKKWiy+8MUUo1B0agJdMjAhHZDmxWSp1a/tDvgG8sNKmhXEc94RwIbqdtgxGRMqVURXNWFPBi\nJDVnKaVeB+KB45VSm4CUiiRQJKCUOhsYDeSVx8EFeEBEMq21zGc6AK+UVylEAW+KyEcW2+QW2gHv\nlEuiNAbmishCi23yl7uAueVhkXzgFovt8QulVDQ6YfuXes+1Q1mmwWAwGEKPXUI6BoPBYAgxxuEb\nDAaDSzAO32AwGFyCcfgGg8HgEozDNxgMBpdgHL7BYDC4BOPwDQaDwSUYh28wGAwu4f8BiRW6/ALZ\nnJ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea777a97d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, sin(x), 'b-o',\n",
    "    x, sin(2 * x), 'r-^')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "更多参数设置，请查阅帮助。事实上，字符串使用的格式与**Matlab**相同。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function plot in module matplotlib.pyplot:\n",
      "\n",
      "plot(*args, **kwargs)\n",
      "    Plot lines and/or markers to the\n",
      "    :class:`~matplotlib.axes.Axes`.  *args* is a variable length\n",
      "    argument, allowing for multiple *x*, *y* pairs with an\n",
      "    optional format string.  For example, each of the following is\n",
      "    legal::\n",
      "    \n",
      "        plot(x, y)        # plot x and y using default line style and color\n",
      "        plot(x, y, 'bo')  # plot x and y using blue circle markers\n",
      "        plot(y)           # plot y using x as index array 0..N-1\n",
      "        plot(y, 'r+')     # ditto, but with red plusses\n",
      "    \n",
      "    If *x* and/or *y* is 2-dimensional, then the corresponding columns\n",
      "    will be plotted.\n",
      "    \n",
      "    If used with labeled data, make sure that the color spec is not\n",
      "    included as an element in data, as otherwise the last case\n",
      "    ``plot(\"v\",\"r\", data={\"v\":..., \"r\":...)``\n",
      "    can be interpreted as the first case which would do ``plot(v, r)``\n",
      "    using the default line style and color.\n",
      "    \n",
      "    If not used with labeled data (i.e., without a data argument),\n",
      "    an arbitrary number of *x*, *y*, *fmt* groups can be specified, as in::\n",
      "    \n",
      "        a.plot(x1, y1, 'g^', x2, y2, 'g-')\n",
      "    \n",
      "    Return value is a list of lines that were added.\n",
      "    \n",
      "    By default, each line is assigned a different style specified by a\n",
      "    'style cycle'.  To change this behavior, you can edit the\n",
      "    axes.prop_cycle rcParam.\n",
      "    \n",
      "    The following format string characters are accepted to control\n",
      "    the line style or marker:\n",
      "    \n",
      "    ================    ===============================\n",
      "    character           description\n",
      "    ================    ===============================\n",
      "    ``'-'``             solid line style\n",
      "    ``'--'``            dashed line style\n",
      "    ``'-.'``            dash-dot line style\n",
      "    ``':'``             dotted line style\n",
      "    ``'.'``             point marker\n",
      "    ``','``             pixel marker\n",
      "    ``'o'``             circle marker\n",
      "    ``'v'``             triangle_down marker\n",
      "    ``'^'``             triangle_up marker\n",
      "    ``'<'``             triangle_left marker\n",
      "    ``'>'``             triangle_right marker\n",
      "    ``'1'``             tri_down marker\n",
      "    ``'2'``             tri_up marker\n",
      "    ``'3'``             tri_left marker\n",
      "    ``'4'``             tri_right marker\n",
      "    ``'s'``             square marker\n",
      "    ``'p'``             pentagon marker\n",
      "    ``'*'``             star marker\n",
      "    ``'h'``             hexagon1 marker\n",
      "    ``'H'``             hexagon2 marker\n",
      "    ``'+'``             plus marker\n",
      "    ``'x'``             x marker\n",
      "    ``'D'``             diamond marker\n",
      "    ``'d'``             thin_diamond marker\n",
      "    ``'|'``             vline marker\n",
      "    ``'_'``             hline marker\n",
      "    ================    ===============================\n",
      "    \n",
      "    \n",
      "    The following color abbreviations are supported:\n",
      "    \n",
      "    ==========  ========\n",
      "    character   color\n",
      "    ==========  ========\n",
      "    'b'         blue\n",
      "    'g'         green\n",
      "    'r'         red\n",
      "    'c'         cyan\n",
      "    'm'         magenta\n",
      "    'y'         yellow\n",
      "    'k'         black\n",
      "    'w'         white\n",
      "    ==========  ========\n",
      "    \n",
      "    In addition, you can specify colors in many weird and\n",
      "    wonderful ways, including full names (``'green'``), hex\n",
      "    strings (``'#008000'``), RGB or RGBA tuples (``(0,1,0,1)``) or\n",
      "    grayscale intensities as a string (``'0.8'``).  Of these, the\n",
      "    string specifications can be used in place of a ``fmt`` group,\n",
      "    but the tuple forms can be used only as ``kwargs``.\n",
      "    \n",
      "    Line styles and colors are combined in a single format string, as in\n",
      "    ``'bo'`` for blue circles.\n",
      "    \n",
      "    The *kwargs* can be used to set line properties (any property that has\n",
      "    a ``set_*`` method).  You can use this to set a line label (for auto\n",
      "    legends), linewidth, anitialising, marker face color, etc.  Here is an\n",
      "    example::\n",
      "    \n",
      "        plot([1,2,3], [1,2,3], 'go-', label='line 1', linewidth=2)\n",
      "        plot([1,2,3], [1,4,9], 'rs',  label='line 2')\n",
      "        axis([0, 4, 0, 10])\n",
      "        legend()\n",
      "    \n",
      "    If you make multiple lines with one plot command, the kwargs\n",
      "    apply to all those lines, e.g.::\n",
      "    \n",
      "        plot(x1, y1, x2, y2, antialiased=False)\n",
      "    \n",
      "    Neither line will be antialiased.\n",
      "    \n",
      "    You do not need to use format strings, which are just\n",
      "    abbreviations.  All of the line properties can be controlled\n",
      "    by keyword arguments.  For example, you can set the color,\n",
      "    marker, linestyle, and markercolor with::\n",
      "    \n",
      "        plot(x, y, color='green', linestyle='dashed', marker='o',\n",
      "             markerfacecolor='blue', markersize=12).\n",
      "    \n",
      "    See :class:`~matplotlib.lines.Line2D` for details.\n",
      "    \n",
      "    The kwargs are :class:`~matplotlib.lines.Line2D` properties:\n",
      "    \n",
      "      agg_filter: unknown\n",
      "      alpha: float (0.0 transparent through 1.0 opaque) \n",
      "      animated: [True | False] \n",
      "      antialiased or aa: [True | False] \n",
      "      axes: an :class:`~matplotlib.axes.Axes` instance \n",
      "      clip_box: a :class:`matplotlib.transforms.Bbox` instance \n",
      "      clip_on: [True | False] \n",
      "      clip_path: [ (:class:`~matplotlib.path.Path`, :class:`~matplotlib.transforms.Transform`) | :class:`~matplotlib.patches.Patch` | None ] \n",
      "      color or c: any matplotlib color \n",
      "      contains: a callable function \n",
      "      dash_capstyle: ['butt' | 'round' | 'projecting'] \n",
      "      dash_joinstyle: ['miter' | 'round' | 'bevel'] \n",
      "      dashes: sequence of on/off ink in points \n",
      "      drawstyle: ['default' | 'steps' | 'steps-pre' | 'steps-mid' | 'steps-post'] \n",
      "      figure: a :class:`matplotlib.figure.Figure` instance \n",
      "      fillstyle: ['full' | 'left' | 'right' | 'bottom' | 'top' | 'none'] \n",
      "      gid: an id string \n",
      "      label: string or anything printable with '%s' conversion. \n",
      "      linestyle or ls: ['solid' | 'dashed', 'dashdot', 'dotted' | (offset, on-off-dash-seq) | ``'-'`` | ``'--'`` | ``'-.'`` | ``':'`` | ``'None'`` | ``' '`` | ``''``]\n",
      "      linewidth or lw: float value in points \n",
      "      marker: :mod:`A valid marker style <matplotlib.markers>`\n",
      "      markeredgecolor or mec: any matplotlib color \n",
      "      markeredgewidth or mew: float value in points \n",
      "      markerfacecolor or mfc: any matplotlib color \n",
      "      markerfacecoloralt or mfcalt: any matplotlib color \n",
      "      markersize or ms: float \n",
      "      markevery: [None | int | length-2 tuple of int | slice | list/array of int | float | length-2 tuple of float]\n",
      "      path_effects: unknown\n",
      "      picker: float distance in points or callable pick function ``fn(artist, event)`` \n",
      "      pickradius: float distance in points \n",
      "      rasterized: [True | False | None] \n",
      "      sketch_params: unknown\n",
      "      snap: unknown\n",
      "      solid_capstyle: ['butt' | 'round' |  'projecting'] \n",
      "      solid_joinstyle: ['miter' | 'round' | 'bevel'] \n",
      "      transform: a :class:`matplotlib.transforms.Transform` instance \n",
      "      url: a url string \n",
      "      visible: [True | False] \n",
      "      xdata: 1D array \n",
      "      ydata: 1D array \n",
      "      zorder: any number \n",
      "    \n",
      "    kwargs *scalex* and *scaley*, if defined, are passed on to\n",
      "    :meth:`~matplotlib.axes.Axes.autoscale_view` to determine\n",
      "    whether the *x* and *y* axes are autoscaled; the default is\n",
      "    *True*.\n",
      "    \n",
      "    Notes\n",
      "    -----\n",
      "    \n",
      "    In addition to the above described arguments, this function can take a\n",
      "    **data** keyword argument. If such a **data** argument is given, the\n",
      "    following arguments are replaced by **data[<arg>]**:\n",
      "    \n",
      "    * All arguments with the following names: 'y', 'x'.\n",
      "    \n",
      "    \n",
      "    \n",
      "    \n",
      "    Additional kwargs: hold = [True|False] overrides default hold state\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help (plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## scatter 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "scatter(x, y)\n",
    "scatter(x, y, size)\n",
    "scatter(x, y, size, color)\n",
    "```\n",
    "\n",
    "假设我们想画二维散点图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea77a5a410>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MjGxvKvaStEz7949rZGR7gavKZmJis4aGRjV3Vm2jhz8xsbmwNcWEI3wgEKG1Q9LaT5OT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\nAESCgg8AkaDgA0Ak/h9Kk76fpvAOTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea77692090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, sin(x), 'bo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以使用 `scatter` 达到同样的效果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fea77d2f650>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SAQqGiGLhNm3aqHXrLiQCi1DwgZyYGVFUZ/ihRxS1GvU2Ql1zH4cMH8gJlmo2Rm+jOWT4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\ngoIPAIGg4ANAICj4ABAICj4ABOL/AYsx9aFDDdhnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea77953610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(x, sin(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "事实上，scatter函数与**Matlab**的用法相同，还可以指定它的大小，颜色等参数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fea784182d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6jbinLUhkrirYPtjCp91aMW/OzAybc8uWLYz/ug8h4XoOHz2Lu7v7OzKBgYFY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea77f08c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = rand(200)\n",
    "y = rand(200)\n",
    "size = rand(200) * 30\n",
    "color = rand(200)\n",
    "scatter(x, y, size, color)\n",
    "# 显示颜色条\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用figure()命令产生新的图像："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea7861ead0>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rY0eUmhCgZ08f3x8zJnmJv6JU+Ysk1PLlPvxTvbpvA5mPu4CF4Kt3R4zwDe1r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\no6tsFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea78346a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w1Vax00gu0yIvSYRatfw0q+XLoWtXWLYsdqLKCQFuuAFuuw2ee06FX+JQ8Zec\nVLu2LwLbYAM48ECYPz92oopZtsyncz76qHf8224bO5EklYq/5KwNN4SHHvJ7AK1bw6RJsROt3fz5\n/kZVowa88ooKv8Sl4i85zQz69vVOuls33xIhG28ZTZrkb1Ddu/sb1oYbxk4kSacbvpI35s+HY4+F\nFi38QPhsKLAh+PGLgwb5Lp3t2sVOJPlIN3wl0bbf3odTQvDhlTlz4uZZuhROPXX1ubsq/JJNVPwl\nr9SpAyNHQs+ecMABcPbZsHhxZjP8/LNP49x5Z1+t+8or/sYkkk1SKv5m1sXMpptZkZnttZbndTCz\nWWY2x8wuTuU1RdbFzLdLmDUL1l8fdt0VBg6EH36o3tctKvLzh5s1803oJk/2efz5sBJZ8k+qnf/7\nwLHAC+U9wcxqALcDhwMtgK5m1izF102EwsLC2BGyQlWvw+ab+w3gqVNh7lzvxO+4w7dNTqcQ4P/+\nD/bay7egHjHCj11s0SK9rwP6mShN1yI1KRX/EMLsEMKHwNpuNLQCPgwhfBJCWAGMAjqn8rpJoR9u\nl+p1aNLEh4LGj4exY70zHzDAO/Nffqna91y1yjdiGzIE2rTxGUcDB/oQz0EHpRR3rfQzsZquRWoy\nMebfCPis1NcLih8TyaiWLX3XzEce8S2TBwyABg2gUycYOhRmzFj7NNFFi3ya5sknQ8OGvsXEp5/C\nxRfD9Ok+08gqNd9CJJ517opiZhOBLUs/BATg0hDCuOoKJlJd9tvPP666yvfPnzQJJkzwIaJvvy17\nr6AQvLC3a+fnClx9tf9GIZKr0jLP38wmA/1CCG+X8XetgYEhhA7FX/cHQghhcDnfS5P8RUQqqbLz\n/NO5H2J5L/wm0NTMtgMWAScBXcv7JpX9FxARkcpLdarnMWb2GdAaeMrMnil+vKGZPQUQQigC+gAT\ngA+AUSGEmanFFhGRVGTd9g4iIlL9smaFb5IXgpnZMDNbbGbvlXqsnplNMLPZZvasmSXigD8za2xm\nk8zsAzN738z+Xvx44q6HmdU2s9fN7J3ia3FF8eOJuxbga4bM7G0zG1v8dSKvA4CZzTezd4t/Nt4o\nfqxS1yMrir8WgvEg/u9eWn/guRDCLsAkYEDGU8WxEjg/hNAC2B84u/hnIXHXI4TwC3BICKElsCfQ\n0cxakcBrUexcYEapr5N6HQBWAQUhhJYhhFbFj1XqemRF8SfhC8FCCC8D3/7h4c7A8OLPhwPHZDRU\nJCGEL0Iq8PbuAAACJElEQVQI04o//xGYCTQmudej5Jyy2vgEjUACr4WZNQY6AfeXejhx16EUY836\nXanrkS3FXwvB1rRFCGExeEEEtoicJ+PMbHu8430N2DKJ16N4qOMd4AtgYgjhTZJ5LW4BLsTf/Eok\n8TqUCMBEM3vTzHoVP1ap65GjR18nUqLuzJvZxsC/gXNDCD+Wsf4jEdcjhLAKaGlmfwKeMLMWrPnv\nntfXwsyOABaHEKaZWcFanprX1+EPDgwhLDKzBsAEM5tNJX8usqXzXwiUPtSucfFjSbbYzLYEMLOt\ngC8j58kYM6uFF/4RIYQnix9O7PUACCF8DxQCHUjetTgQONrM5gGPAu3MbATwRcKuw29CCIuK//wK\nGIMPnVfq5yJbiv9vC8HMbH18IdjYyJkyzfj9QrmxQI/iz7sDT/7xH8hjDwAzQgi3lnoscdfDzDYv\nmbFhZhsCf8HvgSTqWoQQLgkhbBtC2AGvDZNCCKcA40jQdShhZnWKfzPGzDYCDsN3WK7Uz0XWzPM3\nsw7Arfgb0rAQwqDIkTLGzB4BCoDNgMXAFfi7+ePANsAnwIkhhKWxMmaKmR0IvIj/MIfij0uAN4DR\nJOh6mNlu+I27GsUfj4UQrjWz+iTsWpQws7b4VjJHJ/U6mFkT4An8/41awMMhhEGVvR5ZU/xFRCRz\nsmXYR0REMkjFX0QkgVT8RUQSSMVfRCSBVPxFRBJIxV9EJIFU/EVEEkjFX0Qkgf4f1/dlqPPi3d8A\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea782b9d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = linspace(0, 2*pi, 50)\n",
    "x = sin(t)\n",
    "y = cos(t)\n",
    "figure()\n",
    "plot(x)\n",
    "figure()\n",
    "plot(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "或者使用 `subplot` 在一幅图中画多幅子图：\n",
    "\n",
    "    subplot(row, column, index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea78bb3f90>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2Y23XCZnOttOQHc+6S2/wbSdcRHYE3gBaq+oa2bIAyHPZqloE1BaRfwBDRaRW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\nv8PhcOQgzvk7HA5HDuKcv8PhcOQg/w8vbgpwWglxhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea78496110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subplot(2, 2, 1)  #2行2列的图，它是第1个\n",
    "plot(x)\n",
    "subplot(2, 2, 2)  #2行2列的图，它是第2个\n",
    "plot(y)\n",
    "\n",
    "subplot(2, 2, 3)\n",
    "plot(2*x)\n",
    "subplot(2, 2, 4)\n",
    "plot(2*y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 向图中添加数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "默认多次 `plot` 会叠加："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fea78664950>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TJrXqgb245EawQ4cO/fvjwMBAAgMDtWWxmlq5azF4zWBWHl9JvXz1dMexrMBA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\n/wF+iaVxukg4AQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea78664990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x)\n",
    "plot(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以跟**Matlab**类似用 hold(False)关掉，这样新图会将原图覆盖："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w1Vax00gu0yIvSYRatfw0q+XLoWtXWLYsdqLKCQFuuAFuuw2ee06FX+JQ8Zec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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea78c8cdd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x)\n",
    "hold(False)\n",
    "plot(y)\n",
    "# 恢复原来设定\n",
    "hold(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 标签"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以在 `plot` 中加入 `label` ，使用 `legend` 加上图例："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fea79a71610>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kia3JPM/ASgP534b/ER0TrTuKpQ0YoJYUiYrSncR9jNwwkp7leuKdzIPXY3cx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\nTPE3DMPwQKb4G4ZheKD/Azw6N8nz46ujAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea78f0bf90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, label='sin')\n",
    "plot(y, label='cos')\n",
    "legend()  #显示图中的标签"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "或者直接在 `legend`中加入："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fea79ce2cd0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kia3JPM/ASgP534b/ER0TrTuKpQ0YoJYUiYrSncR9jNwwkp7leuKdzIPXY3cx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\nTPE3DMPwQKb4G4ZheKD/Azw6N8nz46ujAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea7987bb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x)\n",
    "plot(y)\n",
    "legend(['sin', 'cos'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 坐标轴，标题，网格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以设置坐标轴的标签和标题："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fea79d44450>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SSgMHwltvwbPPxk7S9AwbFlb0H3po7CTplZYWR1vgD0BHYAZhOu58M+sADHf3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea79ad57d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(t, sin(x))\n",
    "xlabel('radians')\n",
    "# 可以设置字体大小\n",
    "ylabel('amplitude', fontsize='large')\n",
    "title('Sin(x)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用 'grid()' 来显示网格："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tpMqfv3794L77YPbswp1T1784xowJT8Kdfvrqj0tr/kJS4RCJ6Ec/CgPIGsKq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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea79d62210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(t, sin(x))\n",
    "xlabel('radians')\n",
    "ylabel('amplitude', fontsize='large')\n",
    "title('Sin(x)')\n",
    "grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "close"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 清除、关闭图像"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "清除已有的图像使用：\n",
    "\n",
    "    clf()\n",
    "\n",
    "关闭当前图像：\n",
    "\n",
    "    close()\n",
    "\n",
    "关闭所有图像：\n",
    "\n",
    "    close('all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## imshow 显示图片"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "灰度图片可以看成二维数组："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以用 `imshow()` 来显示图片数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fea7a182b50>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V8bj+EvAvftpj/zHwv2XmVwH/O/DnAETkjwDvAL4G+JeB/0qeUE5Ba6vCgzOz8IU0RQya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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea7a0456d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "im = Image.open('dog.png')\n",
    "# im.show()\n",
    "imshow(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fea7b108310>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WsxRA67Xhxb+QxnBnitDDeH1OfvPeCQIJOBPczaRN2HQj0zmP5IjgtGDuz8oi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SWPvvyQph3FX1//2nvcu3/EbFmjteLOnWOESPzkT7xNZtTo2xAJLRNvv3Nn3CCUJZPFlLYNWOtG\nKrZz1FXBerNDKcnr8zMSEe89Ra5Hi/QNWKdvOjLEKJIymhAi/bAjhATaMETLm7NnDF3DfrsmOsvd\n4wlv3XuHyaSimtVYATZF1nbPdrNldbWhTxFbaoIRdEODj5bBRmzyDNFjqozO9XSux2RqRPwx8jNS\njLiux1sLOLzvMLlAKRjagTAM4DzeQZFnP7Jn5a/X3+vGIMSo7vvVX/1V/uiP/ojlcgnAhx9+SFVV\nf8OPvtm9oUxgRMKLHOkE0kXePD/jzdkaqSsOFwtyGagyyeLkBJ3XBAsxDbx58wzf7unaFhNGQlNO\ny85uRrxbIVBZwAjLshr997oK9HrHrAiI2HN9fs5+dUmGxxrHvCyYVHNKNWNm5hR5Cd0e6xLX2w3P\nzs5QCFSZkFpQmxob9/hoR6BLFOAl/X6cdEc9MPQJ1/cE4VnFSJyWiMyQ6GmGNWqhyGcTTGVwydIM\nPS5mnO9WzCYVd04esLOBp2crXp1u2Kwdk7rm6dNrHj+55B//D/87/+Sf/QltE2iuLU9fXNI3kTev\nr0gp0LU9l2dXHCxnROGZTGsmec7mes/qao8QMJlOuFyvWc4WvHjxDOv96PtIkdPzC5zzGBjzPK1l\naHboEIl2R3ZD38pUh7eehKO3kq6DwVq0LinLJc9enVOXxc1VryAky/X1az5++phN39HLgTQESivp\nV5YeTV8W7FLCK0FWaEJoWV9fIrIBLxquu2s6s2cwG1IJ+mCOnkiiiIQ40DfQDjkJhev2uKanQCDD\nmGkRY6L7MVlX/r1uDCklUkr87u/+Lj//8z/P9fU1AB988AFN03x+xQB49uwSJxxNt2VROapZoCo1\nd27fZrPbsrrswEuyPJCXiVp7UuNJIbHe7MknGanW5LnCug6RLPNyNh4TY6AqSxaFIArHIB3FYY5e\nGA7uH3F0/wHTakrsHLkVHOgpJglW/Tmu3dBtt+zWW1wf2feSteuIhcYJxVYlLIoyLymKKZPshIku\nKaUkpoxS1RiZIUWGETUmFdi9o9l6XOhZ71paG7A+UihYZjXLcoI00GSR/GRJk4FMHiUDXzqe8e+8\n+4iTxRFnF2u+/Z3v8T/+T/+U7338hLbxfO2r7/Nf/jf/BS9WG67jnqLKuVytblK7YDrJUSKxXFbc\nuXNESmByzcX5mul8wmbVILTherdi3w9YN+C8Z9+2DIPFWks39MQ4YvvfnL8iJVjv39C0jhg17TDg\nY85+2PDqbMNqvSU3GYvqNtdXZ6xX1xwtNWVWUJZLTJZxdvGSKj9ETQ7plCRMSnwAn7iJ7HPEfiB0\nllJlaGNARASOttnSNeP10Q0e78YhtjBwcOuQyWxOCIkQe3zoECLR7R393oGH5DU6VhhVUJU/HFDL\n31V/77cSXdfx27/92yil6LqOX//1X0dKSdu2/MZv/Mbnn/fixRXx8IisEGS2Z5CGwhR0suNL77/F\n5dOOW6ZmNpnw+NUZ7fk5zW7P8Z1DvAevEruUKMyEItPkUuJCT1Za9puIEZJaFFBoruOAKTVJwSpG\npvURu71jFywmleRmQSvW0O9Q+wnBa+qyZLPeYSrDNu+wmaA4XJIrhQqGvcxxaSAqweTWIW+u1+SF\n5k6e0ztL5zST6YRMDLgs0Q6RSXFAXgd6N+YZZFaQVbAb1oRcU9QZioyE401/za7dcb7asOkdV9sr\nZpOay9U5/8Ev/ALv/8QjVKZ49/13+ex7n/Lew9vcuXPE4rDi9ePntKsNhZH0rWNS5TS7jm3XEUPi\nODccHs1JShOSJERAFVxsG/qhJ4RzYozcufWQ1faaupzSDxZnt9TlIZv1lsEOHB9l7N0ls+wO+13g\n+59eYZ3jzkKy3ln6/hSRElqDiB5r94hshilqhDB0w46+PsQczWhzTeg0KhPkE4FInjRYMkB5gRSK\nEBy29WiVaNYOIxXJR9zgickx0GJ0iVIZWSWIvUWWsEsePwwMwZGVE5SIZEohVQL5b0na9Y+yhBBU\nVfW5x70sy8/XQVVV/Y3V0LTKOD/dYlRB4zwqJlqb2K463n14n5OTOT4MFGqKFmCERnUKvOL4+BC0\nYL2yeGUQWrHb9Oy7huumx3lHGQJZVqNkxSIvuXt8xMFyho1waS0pz4lFzT4ozi8u0NWELuWsScyW\nE77y6CFxSOP3ow1tiMznUyamJqw7ss3A1vZsXUcjJFJ4tpsVT5895fnVG3wpOKymIC3LyZSDaUUh\nDBNTMS8y5nnFJK/wwbJxlmRqMldirMWJxGXTkZ/M+erP/SQXlxfcmlZkylIbyXc/+og/+OffxUh4\n+tH3WSwzvvTBAzb7llefvuHJ0zcsDxecna45OJhitOLgaMbR0ZzlYk7XWbz3Y+blMLDZNWRZzdDs\n2e0tpJKYDG8uz9i2KwSWpl+z6vecbq+wwqCLjN0QubjecLbe8sffesVHTyRFLmi9uMn4SMznGSfH\ncw7mx8zrQ1Rs2WzPmU6WtLpAlDm6niLymrZzOOHIiwIlBSYmplES+kToAgiNKDKUzqhNwSToUYcQ\nNU5KrAtcr0abt8g0dpbYR4u+4XokrRmEQBUl9UFONAlvvxA4/VjV4XLBJ2/OuLyMVLHH7XfsthF0\n4NXFG2SlOb9uWNg5WZHTbwNnV2v2Gt75ykPsdUdVVmhTkaTDR0tjR4POQkl848i1IETPUVFSl4ec\nbXeYBKqP+KKgunubA60oVWCoE68vrsiqjGlZk6sCk2uC7MizHKUVzjls09Jc7CiOISvG5O0WT1GW\nSNtwsWmoDg7Rk5ztdsPl+TW3j26jUkMICZ0kWkn6xnG8OODqak3btMwXM7rGo42iKDWfXu75pfe+\nin98yYMHD9hc7djvz5EiEeyOMhf80f/5F3RDR10Z7pwcU5WG84tzjo6W7DvPxaZBZ1tSTMxmJTFG\nDo8XPH9xMa5CL3bMj494+vKCIATWbjGZYYgjI+F6vSHLYHCOkBJNp9m1PUWh8THStwMh5Hzvw0te\nvow8eL9kcAN1EZkXMJ/kVOUE7xuafo8TienkiChK1nZHn885vneLy8FhRE4QgqwobiheGVoo4s7S\nDY7JZEoWCw7MEbWUDCqR5568UGRljislwSuqvCLPDH1weA9SjazKMi+Y1kuqfMq+6cmzjG7b0DYd\n3PpRPw1fNIbPq+0CpqjJzJTvffcjbh+AUgXVUcXeNthOcXBviSoLuquEKTNkocd05xDZrjvuH92m\nqhXPz55xenVJMS85OZzhrvfcP7pLdx2Y5hnN9YAPHT7PqUqB21zSK8fBYoHwIKzj6s2Kg6Oagjmp\naXjy9JwheNbDhvmdu0ytxARL01j0pKDbO8q6AP9/sfcesbal55nes3LaYe28T04337pVt4pVTMUg\nS6LUMqBuqdGWPbABwhZswPLA0x56Ys/skQwY0ICA3d1GqyURVrdaEiWSxUwWq+pW1c3h3HvCPmfn\nsHJeHhxCIBqWuw2KYsGoF1hYWAnr38D+Xvzr+7/vfUtksUCKC6RCpr3eI9RMUGSSVUCwiqBtoKkR\nnhdCqVCkJfPVivnZGUkpUmvXUIQMURWQyXGXcxqGxnZ/m/E0YW2thZgVaHILVZIppJxrB+tIpchw\nNGO+XDAYnGNZKvWazYPH5yxncy7tbDGZrdjZ7nJ6NsZuXMwWdnZ7DEcOgiSTU7JwA5LEoSxzkESi\nLEWWRAxdRFFl0gJmq4C8hGrNIEpdaqZFWV4Iq0wXMb0dFRQXWRDotNepKAmmWqAqOoImI5UZaeyw\ncscUooyk25itGossoVBFYicCWULVDAQBFEnCUNQL9XByRGRM2cKypItPGb8gLzMKScCuVHBIaNVs\npEJCViViP8G0q7izGUUuoikWrpMQST6yJuA4HmKSEa3cj4nhowS702KyWBLkIWvr6+ik5FqCS4Es\npqiWTKRLDJ0JaQ6OuyC3LRRdgLyknmbU84znZ0Oc1CcvY+piAzUsyFOJVmuHpe/SaTV498UD0mhG\nLptYhYUURqykhNCuUVc1hodH9Jp1hFwizGJMRWYYBhffuzWRlq6zCAviNKGi6aRWyXwVIDsBFVlm\n5C6omjI1uYbequHqGpWsIE8yyAy8OKAoLiTonFRGSUHOYB5ceFusGy1sJIxOg/F0RlHKNA2dcDJD\nzDJ6pkHWtEgTnywNSeOMb7z1HVrtNnatQpQkHB0/J0tLdMNiMHB581PX2Nne4PnhCbOZi2mZFCmE\nQkIUJii6QRJGdEwLTcxpWDWCDJIkI80iREFBEFVk1WY2nRKlJYZVQZJlLLVBGi/xg5gs1ShKMK0E\noZSw1IIkXKKaLSxDoiQncCeYioWut6hXVRBlZqKA0q5zUvhEqxwzt1jrtUjDFEPTkBWJAkjKEkHX\nwJSRwhylUBBKEbmSkUkmck1imfkoooCCQhgVRGlAUWQ0rRZaIjCNljSqNSaxT55lFHlJVobIaY4Q\nfqzH8JFCmmnImkSjZ+IFK7IQcr3EqCn4XkAWZZh1HcfzUEqBNA8xzAatloXnuBDGiKLHyckAsW0g\nxSJiLKHIKpWWwdsPHyH6JVpDp9Y2SE2NeZKQpzKEBWJVZrEIqLUsEjdBr6scPptgtkxU00SzDObh\nknXVRio8TDNh+GxEpqxRX6tiJAVN2yJ2PIQ0wVI0PC9gNAwxem3yWESKM9Z7DVotkzQvaHVt4lhg\nfu4iCgZ2xcKwhAsNiKVLJBfMVh4120IIU4aHA1aDMavhCF2XUOUIURIJEovpYsrcO2Ojv06/3WCt\nL7BYLpjOlvynv/0lZLXk3XtPuLqziaZe2PrZtoUfxzhujGmIbK53ELmQfhfTCFOsIKjZhdS5qiAL\nJkvnwnTGbq+TpPFF4lCSiGIZVJnp3EOvXKhfiWKOIUOW+rirkmZ1kyyDfneH1WJCvVb/yayjjqkr\njGsqmigjZRceHKasElJS5BKSoBF6Mb4bYNarFEnCKsrYrNWpN3JkMSVVDARDpowdkqVLiUlRlHjx\nglJQyD3wxxGbnSZlWhC7EYqiIkgliigwn68oko9G2/X/r5OP/18QxQW7V/qUisAiWiFWRIy6TSlD\nHIWMFw5pnqOZGlVDpmqqiGVBHPkMhxOiVYCZyZiGQq/boFJvEuUG7f4+Wakxmo2J5ZCJPyEME1qd\nHqYsc/pswGi0QpRlNEHClBUSL+Txhy/wZxHkCYPxjBiRIA5Zznx8JyH1dUxtHbWikSURNUPgYK9P\nUqT0ux3UXEMAAtdBDXIEJ6JWVahWSpLExXOhKtk06g36nQabvRbNeh3ihFbTolKRORmc4icuvu8R\nEjMOFqxvt3njjWsYSslGq4MhKciyQolKu3FAlKjcezpAVnT63TV+7Zc/x8ZOFc8PaDYbfPjoGT98\n5z5JlGNVTEIvplLVSEUQVZk0TsmjjDRwOB+cc36+JAplJLFCEAfIukYhiQRFRFqmJGWOF4dECfhR\nRCJe2M8323U0SSAvQBMFQj9gcD64SK6uVuhaBS/0KCiJwog0TSnEC5s7u2WhGQa+m9LtNmnUq5TZ\nRbl6vVZHTFJ8L0AsBBZOQBznSEmJKoo0lQpCriAnKvEqRpFLFEWmphnIMZAIzM7nRJ5LEjikQcxs\nvMB1PUqtRPiIiD5+TAw/wd0PPmQ8GnJ+PifJM6SKSq+/xWzugZxh1EwiP2Qy9EizHEEQ6DdkhscD\nUjeDwmCxSBE1mdBPUWtVpEaFSDc5mgUUmcze9mXmrs/kxQK7NOmVKuf3j7n/5IQ0iYhHMxZPT6lb\nVebeiiTxSfOUUhYw6hXW19u0GhXOThZkpcbW9iaGUhCuPHZaNrPRAkWVGK4u8gc7zQ6vXr5ES5LR\n/IRLuxvMJg6+m9Krb7MaeRwdnQEqptakU28QeQmP7h9yPljS7jTY3WuTGQJ3nxzR6jXobHQoiphW\nwyaJI4o8x/NXiJKMYWgoqoZs1Nja22Tv8iaf/Mx17t07IQhCihxUVSeOQxRR4PHDIwQRyrwkzDM0\nQ8P3fAJnRRylF4InXsb50GEynjGeOai1Bpu7+9i2jWnWKLIMQZKJSoVILGm0ZOHTI10AACAASURB\nVF559QA3dtBlkXpFIoguRHQXKx/Xn0EJeZEiyTKiLKLpBrJhsAwC8qwkywTarQadVp0sAssysawK\nEgLVqg55iQroRUEUOlQqKuPBDPwIdzChlkpYpY5lGhQ5XN7Z4MpOj+X5nDyKGY0c0lhCVXTE0kAo\nLBqNLtWmTfaxSvRHC9f2+/hTl0rNIEhklFqHk7M5RVRQ6BpSVSMMPIKhjyc2CIOIzMxZZil7nTpp\nMOH5bILfKLEqOlkkYdkCoQveJKNjtXDjgka/yehowoMff0hkFJgVDcNUCEYz8pHH3GqjSkBHx9qo\nk7d1mnqd7UYfZa/H+MUAMSpQOi1Wiyne6YhElUn8jOlsRVR6rJyC9W6TqlklaZgEqxmJWFCpVDF0\njTSRuXnpCnffXVBKNt4yo7lhEa5OWUQrIidjZ2eL2PeRw5yDV64wHK5QKxpFnoJQIisCtaqB53r4\nocPa2jUqls75bMr+Zo9Lu2tUKjL/5qvfYOHOECWdjd4apqGxce0SRkXBn4ZEcYofltR2O8hojEZL\n0nhJIUoISg5JiViK+E6E3TJor1do3uwwPpzQ17p4Kw/TMJBXCbIMa/sNsjBgev4coRBQVBVFD1AE\n0ASBIk5IRI84ialKXTS9wjyKMVsVUikkLwsMKqAq+M6CdJKiuBkyGvP5ksvX18mKDDkoGC7PMDea\nOFWRRsNm/P4htZYFjQZFLpPLOVqmES8CwtRnej4izhL6B7u4YYZsGCxGHtWqTZGDohhk2sd1DB8p\neNGChi1hWgq3b72GqjTYbNd4+dp1zEqXy5d6SEaC3WkyHQvousFitOLSdp/tK32mfsHO1essUxut\nus3u3iXmR8cMB4cUTsZ4PmdezLg3GJCLEneGx0zTmEgRsdca2O0a25s9MmdKq2VydW+PVIHz0QKQ\nGJ6dXzTjTOeESYghQlLktLfX6Fcb1GSTIstAFDEqBpKiEuVQMRpEc5GzachkHBJIIvPZkuHgIaP5\nnCQq2VjbJIwcht4SQVeoGgYqEpET8uzFkPWWTbOmI+sSsnLRiBT5CYKkkkgSkqhSN1TEMsO2TV55\ndQ9BjHn43nN8N+LVqzfYX+9DFlOvmCiyzGg4w/EdFksPNwnI/ILFYoWlXDSeSYqMrCg0TVBqEp0u\nVDod+rf3yfoGxsEa9CrIHZll6WJvG7S3a+ibJt2rG0i6jKwWKLJCq9UgL0GQS+KoIMtyKFW8MCAv\nSwzLQlBVKEoMXUGUZdI8QlREarbB88MhLw5P8JyAw6NTVEshKWOc0CUqUwQ/Znetx06nhZBKpKVK\nqQuUasHh8YjDF2cosoBd11GEkqZdRVMFcsenVtcYTSfMnBVxmmDIH40Zw8fE8BNUayqHJ8fMZiuc\nUcj0aIS/CFFEg7rVwlkmNOsNNE2n112jLDV2rAqWqHI4GBKQkxsSN25fw2xUGY4cRF1lVbpsXrJR\naxqj8YKtjTovXdukXqsS5iWFriLXKiymMW5akJsWh+dTFFlGVzTmEw9JEgjCALkQUWQRzTYRk5g4\ny7FaDapmhbe+8yFxVuB6KaqmMFr6HD4ZcKmxwVrVZun4TJwVuqkhCPDiaIBqySiyTBzE+G5IGKfc\nvLHDWt/m+eEQQYSZ4/LO+x9QN2RyMUetV8iynHa7gShKaIoBQknFNDE0hS987jaGpRFEAYIEr718\nkyjKOTk9Q5UUyjwj9D2qlk5ZlGiqRqvRIIwiJCljvlwQRiFpkpNlKYIMraqJUjHZvLZJUZNZIVLb\nbhOZMkW1QXurj143MHsWmSqBItPuryHIIkHkoskGpqmQZpDn4HkJomhQq3cJk4y555CVBValilCW\n+N6CwA04PBqwTENWic8ycWn3qiRphmGYaK0aSsVARUQvBSajFbVahSRO2d3uIlkKhVjS6KrImsh0\nsWIwnJKmAgUCYVkyX/jkSYRiSFR6NoKikAd/u9Hs3yc+Joaf4OTZCElTceYrwtmUbDEhjh3Gkwll\nKZAmIs5C4HOffANkgTBLEMUKriAxTVOuvLrHH//1W8TzEcvzQz64/yFhIUNVwc19BEOkrldYb64z\nHs55+fo+lqxQVTWccUjbbjJ1I4yNNqWu8Oz5GY1qnW6ny2g6I4pDojnYtRaSaaCS0+61cYqI5WqJ\nWdWp1KukmYykCMh1jdRSuPfOXaaDBQdXNzldzFguAzRdxe7WCJKENPOYzc5QlZQrBxsEQcxkukJS\nBExLpt0xGY6mSGLBaLEgoiQrLox5FVklSQsEMSMr4gvCeX7Kg8eHoAh88Pgh/+xf/Rs+uH8Xqcww\nVYnFbMZkMubw+WM2N3qkWc544lKpGIxnU5IsIo4iyEoUESRNomubFLrN+o0O49SjblQJgwBZFdns\n7aFrFnJF5Sz2idSUaebS6rZJigIkmTDxUBSVogBVFgiiEkG2WHgeaV4gyDKiKlCpVRicTojjKWWe\nUrdlXkyHXHt1h0rTwO4YNJsWWSogNW1ywyRdxiiZRMeucXo2YjAcU5Q5qq1jmQ3WdzoomsYqjEhL\nAJXZKkRpVFEVhSKL6W/YUFFxo5Ay+zj5+JHCcBxSiAbbr+xzNjvn6kGPmR+SKQLf+Ivvsb+5xfDJ\nGSeTU4p6RnujT2Wrx8BZgqRxulqy0+/inI9oqAL9ho66VkHWLLzCpwhzskRgPl4xmcxYTpa0qxUS\nx+egb1MuI3SjimRbrO+vEREzcUL6mxdVi9OVg6woeF6BZhpYrSaVik7su5xORvQ22kiUvHZtF8EH\nVTPRqzUenJwxn3rkgkC7otGr6OiijOOFOFHGi/GUy1s2PbuKJhTs7XQRVRGXGFnVUOUS29QQFJmR\n7zObT1nGCUs/Ic5KcqFAU1TSwCUIpjx6cswHdx+TBTlSkfMP/qNP8sbtW9y4dInFYsnp+TPiNGC8\nWHB4fI6oKdj1CmWacnJ0CkVOlmUEcU5ZgKFLKJJIv93k+XiFKIukXkatMKkEItPhkNnSI/QT+v0G\nWZJTFilmV7lY4YkSRJQLpewSwqTEbmj40QxT0xFKSNOMhR8QpSFN28AydXRNJE4ufttLr16n3q7y\n4f3nvDgbswwcJsMlt3d3WQ3maJrKO0+PyOoaUTJjPBrgzwKkVGA8XlFttElSAbNqISoyWZKhZCJ6\ns0VjvQWqQJamLFwfWf+4u/IjheufeJ3+/g0mWY62rTEmZOulbUbLCU1b4sHb73N5s86Dhw+wbRUs\nlXvhkrii0N3sMpw7TJcO3tLl5uUriI06hSJfmL3ECWKakfohXhriliIJJcvBits7a6xVMsQkYrOl\nIyklESWLOGG2nDKazQmWAX4QsIonCFrC3l4Xt0g4fzYiGcdY9Sq1psHBbpdw4eEtfWpajUJRqbVs\n/DzDNHTiZUGyyqlrGqIsEkch/bUKSeZzdHzE/fcf8/zxCcgSZt3idLrkfOjRturUul0qzQrPJ1OO\nFkuOz0fMPRfVMDAMi5W/IktShKJkrd1BLOBTL99gvVej1dB59uIFcRKys37A5d0Duq0NRssVczeg\nUGSyJKZlqsRhjJ+EiBJoGlTqNSI5Q21btNaaZJ7I8niGnOSYRcpe26RjSNQkGSNXsQQNJRfIk4Ik\nzS+anYqLYrDyJyUCaRKjqwauv6AsJQxDxY9Djs8HXLrSRZByZosZulZBFhVOB0NkWSKIQhS9pCAh\nywKSIGPpOkwWLrV2DbNu0V3bAmQ8NyYLclRBpcgFSkHGrFaZBQmiUOIuVlhNg9PlHD9LISvQZAmx\n8rEew0cKHbvBRruFP/Pp2TV8xyHyfARZ4pO39pDcnK5Z5fOfusHDx8+QKjKoJZah4voB1VaVnWtb\n0KrwdLqgzGLixYzMWeBOV9R0GVkOGftTqFgX9QckrO+0OR87iIlPTYPnbz+mcCLW2i30Skm9qqDE\nBaVQsoom3H36lMHknEgoMVFQgpLxPGI4X3L8/JTMC1CVlCQJmXgL3NwnKjOWs5DlmU+0zHjx5Jzp\ndMlnPnuT9fU+cZRTMQ2EPOP4yZBqzUAzVdww5vXXrjAfBBiNJmFRcLTwyA2Vk+mU0XyB4/uIYkkU\nLwkDH/KcxXRB1TJxnAXOcs6zw6ekWUIQBfihx4vBMUt3hmVVkWSVTBTxo5As8CiTCzMcUQTL1DAN\nG6PeprreZRkGeO6UzAuJFx7jZcDMSzg6niBFBaWTMzlxGR1P6HZsKoaNouiEUYAmVxFFKEsQRMjy\nGE3VieOCkoJCLKk2Dc6GM8Iwom5b1GwVQcy4d+8FZQl2rUKalKwWEbos88O3f8zBlV0myxWNns3U\n9dFqJlGUoigyRVzizT2OX4zY29+mROJXfv2zzOYzAs9FNkXcImOyXKFIIMsCo5X3iw4F4GckBkEQ\n/okgCHcFQcgFQXjt37n2TwVBeCIIwgNBEH7tZxvmzx/T6YhqknHdquI8n6OLCouZx7W1Pt4koNOr\nkxcCf/XWDwmcHFOWUPMCZ7xgv19FlEUqP+mlGE+H3Ly0RTqeY5oik1lAkcVc2e2gZzr9uslmu8or\n1/cwDAuzVefzv/EF7j45ZGOtxv5OnzLKSFcZlbRk8uScz916mWx60Yb8+PEJ/mTBo+fHqKrBRr1C\nLQ559uicRNLY6PcoY4+WBkGZ8vnPXEdH5Gw5pZCg0WuQyyWP7jzm/jsPSUSYLH2WaUmRQtusk4Qi\nr106IMlFyggWT5asZh7r+22aV9ZZ5gXj0Rmj6RlR7CEVMq7rEKwceraJqYvkecJytWI4HnP3yQQn\niJiuJkyWKzTLRjM0Gu0mdt1CyDM81yUI50RxiSSCqsrkWUmj16CuS4wfHlFNUmxTwytSZn7AdOIi\nSxHO4oxuDVYvTulo+kVHrWFQlDFRFFOWEpIMQQRpBiUFFcPCVHMqtRpHJxNcxyNOAqKw5Ox8TFlm\npG6EUaTUkAnyjJOjJVEQEcwunMbDMqKz3SBNQ0xLQzEtwiSlFDOiaMHaeoPtrTWCIGO92+PSbo9+\nw6ZqNYmilDwrsfQamiRSrajEzkdD2+1nnTF8CPw28NZPnxQE4TrwO8B14DeA/1UQBOFnfNfPFfaa\nyuzsOZEXoypN0lzj2sYB7nHJr735n7BYhpxNTtA0hU/evsnX/viHBJM5VRG+9rXvkac506nHzZ0D\npBQi30UiZziccvPWJkWRcfh4TD3XUeYeydShZTVwvYSJl/K1b79La2Od2XjBYjrl+kGPX379NquB\nT9PQMDKD2WmIKVfQRAl35XHr2iaLMCOLIk4HS9b7PbJUZmfjgIakkAYZ0dTn6998hzhKuH5jm5gE\no6GhixIKIpoocDKcojR1lmnO5qU9fvyjF9zY3KBQZNb6HboVi/d/+BRF15gGIXMv5PVfuo1oyZR5\nSZzl5EBRZLjBkls3LqFKIu2GjSQpdOw1Pv3KDvsbm7z52mf59KtvsLG2hlWr0+406a51mC+XJGlC\nmhToOmimjGZeuEttbzdJ84Bu1WRdaaDkGaalEZcpa/sGXhjSadaYj33+6X/339PSeqyWIYaukmU5\nRXExQxBLUETIMtDkKkmSEkUeqixjaCpFnDM9d7BUFUUQOD2ZIaKSZXB2tqBerXL1yjaaLjGbLxAs\ng1iRePL0lCSIkcsSWQRDUy60J/KIhb/CqqmEXkCSJLz1je9jWxbduolRylzb3EbMBY4GPmVYopQf\njdKin4kYyrJ8VJblE+DfDfp/BPyfZVlmZVm+AJ4An/xZ3vXzhmRp3Lp2jcxLMGyTa1f3kYoCxVI5\n8Q8ZrobopsrzJ3MC10dIY4bPXPBKBEdAi3OM0CX1AmxLYTicIBYlWZCgyCKGpZNpGmEm0O1U+fD+\nEe+fHPHoxTGvXd6kDHLSeYIiGMRBwXiwRC8kXru6z+j5kvvvPyGLZdqNOoasMh6MabXquJFLo9Zg\ndBaRxSpbnTW0suDDF2NEd8UnNmvU6zKynmH3DTAUnCREa8noHQ27YbJ/aY15GLF/fYe13U10TSb2\nHU48h6eTJY9enOPPfEzTJEoz4jxnba9Ls9dDVXSCMMUNPAoAQeTmy1fxXAdNVZAlCbtWpVmv4flj\nZClBklKS3EdWVa69fJMy0yhymaLUEaULpSdNkxFFCasm8uHdpzTqTVZTn4YMieOTZCmf/PRtTs7m\ndDbXcJA4Xk359nf/jLUexEmEXbfJkhJFFvHcJUUGqsSFVicCSDLVTodIkbi8t0XkZ6iSzOu3r9Jv\nNzB0DbvRwAt9JosJWZLS7bUoioxCiLGaCqWZsrHRp8xAUyQsVSYIptSrICs6k6nP3XvPcJwJx0eH\nPHjwmCRKsVSVaJVg5RoHrTo3trf43Kc+hV3/aPhK/LxyDBvAyU8dD35y7iMLo9ZkVUZ4wYgzb8b5\n6IwPHj0CqWTkrTCsCopR44uv3UT0czZ6FcpUYnmSk5cSo4WLEAacPnnGauJhmypmYaCEKifDkFqn\nyVrbZq2jMxgu6dYM1Dxjt23z1f/jr+h12xiyye7aBoETsLXe5at//BZ/9ac/4BO3LiOKMoopkxsJ\nlizSN6tMxgvKrKTWalI1TSaTGcOzCYPhFFXKWe/1+e63P0SWTfISPjg9RWpLlHICUchivuJwPGYV\neOz0bPY3N5guXfIiZ+4uEbIUoVS59toBYl6i5RJrlkXgRBwNxmxe2yFVLpSNS1EiLhX29vbIioKc\njDjOQShZOi7H4xM0pcrh4RGrpU9aSNhtmyLLmY3HSHKJpBhIso5UypABAhjdNm7gMXMjmq0GT5+e\nY4kmghexPDpClwr6B7uMlwGFIF7UdbS6iE0La7OPUamgGQZFCWEKogyyDGWZoRsqIlAzDDzfZ03V\nMCKRb/zxHaJBgZRKxHnB45MJckWhJOTB0ZSXXruOYEHiF2RpidXSKMQc30/Y3mxiV6o0dQtLVXjt\nxlUalkrN1KlbOgc7fYbzGe4qpG6qzD0X5Jx6Tecbf/kjivijYWr77yUGQRC+JgjCBz+1ffiT/W/+\nfQzw7wvtaoOWdQO12+Q3v/RF7IZAc8tmloa4Usj5woNSIV+V/Iv/7a+4ctCjU61wfeuAXrOKKQlU\nFRnblIlXEfv9PS5t9Lm0f4UQk6NJQMNS2O+aXN/t8cbLlwmXHt7MQ0rB8wJuvbLPwwfHaKpIFLus\nFgHNdoVWo0EUJWwdNIjymKwAfxVgJpDHJeNTl4auIykFVkcjSxK+8PJ1fvSDh9x4+RpekHDl0g43\nbx4gqRqfeP0WTx+d8fzZkC+8eZVeV+I73/iQyYtTnjx+QSlGBImDM51TNVTOJnPsrsjo7gkbZpXJ\n+RyhWsHcsTE264ga5FGBbujkRYqzcnD9BFGRsest6k2Tlt2nLCUEycSJCxJB4ZXXbrJajrn74AmL\nRYQsFCRJjGLZSKqFoEJ9r0u93ySlpL3RBdXEtnUsSpQwBkWgV7GYTFZsbXUYTWecruZkNZGkliLW\n2hSCgGrorPfXUGSBPAdZVkmTnKquo0gZZZyxmvo8e/CCk2cnRFOdxTAjDVNeub3LIkvxJQG1pfFw\ncAqySKPbQtNVHNdlshpjd0xqzRrOKuG97z4iWsTcu/OYZt1kMV0S+RemOLIoMTlf0G5a+KnHcDZl\ncj5gcDK4sCv8CODfSwxlWX6pLMuXf2q79ZP9n/6/PDYAtn7qePMn5/4f8fu///scHR3xla98hTt3\n7vyHj/7vEF//+rd4NL9P2hQZDA5pmHVmToZkyrixw8H1NTIh4+VrN7h8ucb5MqFVt/iHv/4Fbmxe\nLBM2LIO6ZeNMVqjkvDgbcuX6ZdZ3O2ztd3jx+IiaLmAZGikJsqUQywWBLNDbr/P2vYfcOR0QagVP\nRsdcf22XvUt9PnhyyM3be+zsrSOkIgvHw0sSjg9HtGstBCT0RpXdgz52zeDwnUMM0WZjvc0wcDk5\nO2YwnPCH//t3sc063/qzH/H5W/vcutrna3/+Nl//xl3mwzGr8YwiccjkjFQBXVd49PAJWzsGouXz\n0uUdTu6f8ytvvsJf/PV97jw/4+qnL1FIEhICjrPAdR3OTs8YjVecDMdkAkiqgiyJ6LqCaagIpkq9\nXmM19vjWX7+DXGiEUYIXueiGiCD4FEVCRE5Z09D0KnGU8/qr18j0gkRJmbo+WzcPEBSNb/3Vd/Fn\nLt4oJJp7PLz7jMVsgmmVKJpGpd5FNSxWzohCKDGqIoJQUqQxcZ5RyjLH0wVl3WRtfwe9qfF0cMwH\nP35C6EUcD4ZkQombluSKyCJcsLa2xs5BF8cLefR4QClltHs2T0/H7OxtUrMb+GFIf8Nm5bjs7fbx\nk5ytrU12DzZp9RocPnvB2kaLvEwgTalUTEh+vnUMd+7c4Stf+QrHx8f8wR/8wd9639/lp8RP5xn+\nL+A/EwRBFQRhD7gE/Ohve/D3fu/32NnZ4ctf/jK3b9/+OxzSfzg+efsGdl/FcVLUUuW97x1RMaqY\nNYMwLehvtLl6/RL/y//8h/xX//WvUmuY1BoV/vm//BPuPjzi6s1t3nn/iF7Tpt1W+e47H/CZL77G\n2fCM33jzM2x2+piKzMJbcn+54q/vfEj3UhPByunvWzyajLj0qWvs3dohUWUyBTI1Z+K76LbC2WzE\n0+dnXNnfRlIy0GAqQaqIaC0TxVAwZZWNWp3X9tf46j/7U+xOByeT2N1Z54N7zwlXHvPHx2wbApvt\nOpETUeQy9XoHu2az0Vyj06ji5wWCYYCicLC/xvs/ukujr3A8mVLkJe//+AGKKCKoBTNvzs6lHdy8\noChzzkdTnKXPeLwgTnNGoxlLx6ffs9nZ6dDp1uiv2Vy62ufRBw/5V3/0Q959/x7n40OQdLICkiRB\n1avsX9/DcRwUS+Xuj+/z7jd/CHHEdOrRaTX53l9/gJoBokAwyzHyJu1aj/k0IV1luE5Cvd1k6q5w\nnQVuWOBFICkXEu5CUZKkGWkuoJkqc9dj7mW89OpLfPFLL/ErX3iVRtXC1BUqFePCAVySUbE4How4\nPTsjilNkReYTn7rC8fmSaqPG1I248soV0ATixKemW0jI+EHMJMpZlCJaTaHeaPDscESzY3M+mfOF\nz7/OzSuXf67/89u3b/PlL3+Z7e1tfvd3f/dvve9nXa78LUEQToBPA/9aEIR/C1CW5X3gXwL3gT8D\n/tuyLD8aChR/C1JW1I06cqkwPF1ydW+L7W6L4cpF1mzyUiVIczb2OqiCQUXVeXD3BKVmcThZcu74\n/OpvfY5EzxkJGWa3yulgQbRyePHsOXd/8JiNrT5vvXsf1wixey2CMKLZrTH3PdIs5P0P72JKArvt\nBtPjFb6X42Uya5dauCyZ+SvyUiIQEqz1Oma1QtWQUcWCQIdat80P336EL6X0N2w+ceuAbtVClXRK\noeCVVy9xY2uN2E/5o3/+PYRY5dqVa+h6jdliRdUs2NtdIypEJl6KYuo8+PCQpqxwdn4hWJtrItPJ\nhOn5kO2NNr/+q69S7dYwGhclx6IIj54eE4QZq9VFz4OExOl4znTukaUSSSxSpDI1Q+Fgu0ohzCmF\nmDiK8KMMQTLIlAipmvL+248ZuxH7Wz2+/b0PaTYb5EXB/Xceo0YFN/a2uHp5B01XOB8PefjohPff\nO2GjsU4QFESCSL3VZ6d/iWazhaIBpUKW5ciiBFmOu3Two4hqq8l0lZAIAs+HZ2RpSOA55NmFTmPo\n54RuQRYKhH4OpUi7VWdzs8O3vvWADIm0EKm2a5wvXIy6TOyFOOcO3WqVX/3sS0ynY/pdk3sPX3Dn\ngzOSQiAp4MXJjLPTBafHi190KAA/+6rEV8uy3CrL0ijLcq0sy9/4qWv/U1mWl8qyvF6W5V/+7EP9\n+eJ8OOG95x/Saoo8eXFIKXl88zvvYJk1djcPmA4mnA3O+Y//0evc/9ERPd1GrEm89Mo1VP1C9svP\nfe6fD9nqdnG9jAfPnzP3F3z4/Q94aXuPJPC4dXufwXDISzf2+M63HuDMPNYqOmkQ87mXr/HLn73G\nN776Loaicv1gh7W1Fg+PBpxPlhiWies5LIuS/m6LT7y0zZWmjVmmrG+1WKQp55MFR9Ml/e06f/Qn\nf86nrh1wbW+Tz/zSGxSazNGzCbJcxU8ECqFCu9tFLAXkikK9X+WtHz7AtKrsrLVYty22N1soispa\ntU+1ZjAcT9jZ36XT0ImWPt+/8xyhYdDd3kA1RZBUBmOXJItQZRFVLFnNlxSqglBKrIKIMC4oconT\n8yG7u20a7TU2t/ZwI49SkskkBXuzy+FgwOJoymjuQU1DrugMziZUTIXxeEYeJrz3/nNcV0CqmUyX\nE2RVxm7VSVK4f/cpRrNGkmdAgaaZSEoVL0mJYpfAHSOLIlkmMFsueOnGZQpk7t87R5dVFguHLEvR\ndZWNXp+1dpfTo3Pquo6cS5hmhXiR4owXCJlIHGacjWc8enrCcu6RRjFhmFOxDd597xHvfP8DijDi\n8aNHmJbMcHxGo24wW2Xs7awzHBwzmLu/6FAAPq58/Bu48wxn6CMVMvuXN5BMicxxWTdFHj78kDyM\nmU6muPGEXEhIZgab9hqnT08RI4mrOxucPh+Sxil22+b08TGX+02SpUPhRETjFZoi8Gwwpdmo8p3v\nf4iuqYwHLlKmocUWzz8Ysa31uL21QRlI1Ot17j0+IfQkruxfwRm6LAYr3nzlMkf3Tri2vU7mzIlX\nLunSISgypmJO69IGjiLTWqvzvbffxSPmzJlhWBmRVqJ1bdZv7yPUVQQZ9vc6eE7KxE24fHWfwA1Y\nnkx5ZWef8WDJPMpQBInFcI4gCoynDoauMTiZcng44floys3Xr5IrMmajzeHZiM3NPqVc4MYBplVh\n5YYslhfWfqIkoFk6qyBFrdv097aYeyEVw8Co1MlUHaVSQ8h13CCkLpeomsorn77O8XROEpSUaYag\nyxwfD1jvdGjV2kRezni4oG3baJqCKCiYlkkuiMzdFZPZAEoJkClLiU5rixSJpCwQDY3T2RDHnVKr\nqRw+XbB0l0RpThLn+F5Eq2HzuTdfZjia8PLNq1zb2Kdnd5meO1AWLKcrGrWL+QAAIABJREFUbt86\nYLVY4sYOcVkyDUNeTBaoFZ31jR3+m//ytzC0DN9PePPNG5S5z2g8pcDks6/eohTSX3QoAB8Tw9+g\nYtS5sbGHMw05Ha24fzjjS59+hZOHjylSl16lRuKlnM9XWE2Rv/izb9EzO/zJv/gLPvXSDYQYGpZK\nJ1EJJyP2uybhxGfTNvil127inq+48+4J06WAbXVIQ5Vep02wStnpbRCMAqJ5wJ0f3WW0GuPlMJ17\nIAsc7K9DISGmBRVJ5fj+ORuVCl//6l8yih2eTWdYNYNgvOBTu5ucni6RRJkMk3tPzjmczXASF72S\nE5g5aq/Jw/mMlZDx6OkRd+8/4b/4nX/Md947QlQtenaPZ+8M+PYffYeb+7sIlSoVVePBnWckScLh\n8yO2t9tomkKeSySKyPc+eML+lX3ceEa1VuN0vEBSBVRTIspyKuaFu7WsapSSiF61KEWZ3sE2lV4L\nRTeQZYVCKli/tM97989RFYXeVpeumWMpIskywz332er2cN2EVRRg2zYPP3jO1UtbJGGIIsrUrQqT\nscvWRp/D50Nu3rjMynfIsgLXd1k5AY7rECclhahg2AaFpHM+dak2dcJiyac+eYPf/K0v0u41iOKM\nxcJjMpvx8NELXr71Eu+995hHd14QzWPWGzWyIKZlV5gO51R1hVSKcfOcWICIAr8oeXQ643/8H76C\nu/QZzwZcudbDUGVaDR1JbfLGK59kFSx/0aEAfEwMf4NMivn6D94jmpf89ptv0JR03nr7HqGQ0W+a\nvPvtB0hxFdOqcOOVV2lt2tRsg0/eukkYrpifTjDVCkcnQxaLFWpL45tvPSCewuH9Yw6Pz9AVi+vX\n+gSjnEqusqUo3HxtHZeQwWzEw+mMkyDi1uuv4s4WHD0/wxYtZqcxvp/w6hdfIu6Z7LQOcJwYXxaY\nnC7I05iH0ymdHQPEDNmJaHe6tDZ7vPz5T3AyXiDIJVVZ5HQxZ3P/gFf2+mz1a1y7ssXLB9e4852H\n7O1u0WjXsCsa4fmCGzc+zbuDZ3Q3bL75+JiipWD0m4SuQLaImRc6tVqT7W6X6mabcxWq7QrrVxoI\nfZ0gEZiNz3GLmCBNEG2dOEtJfB8v81GbKo8Dh3ffvstGw8YwRFZoJJnG51++xma3gheGjGcwfj5B\nyjJev3mJb7/7gIOre0TLkOlwwWI4xz0+YXurTRCFxK5HgUypSCimxjRO0PQ6pq5ibe8QqBZFVpIZ\nMnIcYak1Kv01poMFL200GY0DRt6Sb759h9T1Mdb6zHWBF2djdoKUez+8x8tXtzl6cIqfOcitOpMc\nUkNErxgXS5IKKJpGkSToIqRFgirFbGz1SSQTo1Hl2997QLaKwMm5tSnz9ns/QK6bv+hQAD4mhr/B\n/PScN668RqfT4scP75J4Hp/Yv8zm2hqD45DtS1vsHHRpW10e3nlORVbxllN+5z//VYbTBZ1unfnC\n4bWXN8m9nLZe4Uufvs2nX3+Ds+GEUskYz+Z87V+/A1LEPHbJLJmz+ZJngxGbBxvcPNhEKnJ+9O5T\n1na22T/oE0cxT4+OiU2RR2djbnR2qEkS+D62WFJrVC9csPyIF/OU577PjTcvoxsi1/Y2aHda/PaX\n/gH+PCGMcz57eQtLEonzjDDNWfg+3/jWe7R7NodPjvned96DIuP1Wzf5w6/9W6JUYjHz+Me/+QW+\n+NpNbu50sTomczGmVVXxfJex74FlUhgGWrfPiRtwPBqTxjGCIKDrCsgwWS1YpQ6oOYvpEEUVWd+0\nyAhIjRKl1aC33cGLxvj+gtnIwxBzXN/lfLng3uExYZFRqZsggyCItKwqmpCiVnVmno9kKYRlzsFO\nl/HJHENNCDyXY2fJrV/+Jaz1DqqlYFYVorxEsmvIuoLmhSSrgByNg91t7r17l75SwYpEOrLCuqax\n3bCoKQVpMOfBw4cYLQu9XmXuxzT7LQbTBUeTBaKpkwYl3izg6vYW/ZpNkmb0trvUmwpRmmD0K0Ri\ngiaKhFOXlikxHixZt+q/6FAAPiaGv8GabWMpGnGQkYoKD947wpJL5tOQV1+6RSqIoJbsbuxz+mzK\nVqfB88eHvPv+HQpygjBiMltQMyTWmi2+8+cPiFYOznyKqMoIakGcpWx2GywWU774pdsMlw6PDs8x\nbYNCKHBWDpapkgsier3G02cDprMlr75xhVgXUNOUrtniL37wLq1ejUrDICXn9U9fZbdt44xjLu+u\ns1yE+Ccr3v7+Bzx88ZRGveTW9Q1+6fNv4p75/OhH3+bgyjZXr/3f7L15kGXXXef5ufvy7tvfy/cy\n82VWZmXWXlJVSZZsycj2YHDbBgzt8Xjcmh7GMw0Olon5YwL+IJgI/nAMhJkmJgIwzXhMYBgi2hBM\n4MFgbIxxGy/aVSVVqapUlVm558t8+3L3df4oWagxWyPLEiY/ERnx7jknz+/ck3m+796z/H5LzC82\nCZKIY0tNykWTuWYZWRQ4bB9w9qEVUA22trp8/Fc/Qz1XJJl6nL64zFROKOVUCiUNJ4vJ10uo+QJR\nHgon60gzZTxJRMjX2BwNkDSJw8EBgqGydHqOMPCJsikbe7eZO2bx+LUXWDt0CYQYP7KZTIYMe1NU\nSWD1xDwRKZVGkTc/cg9RFvPuH3gLriKhFcuolsIL63dQLQ3J1EgkkauXb1PNl1i7eZN+r49YrKG1\nKgyTlLSQI8rl6KYpB/aETBSIBlOqVomxG6FrOqeXW7hOSrFYoX3QIxMEIjGj641pHiuTL+k0Fuss\nn2yxczBiZr5Gd+iw3e6jWBq9joNKhqVqFAwDIRO4vrFJrmBRKlbIDBPN0PAdn7yqEE1svv74NRL7\nu+MQ1XcN73rHQxRaM4ynHj4iFy6t0pmMWKrP88xzN6lWCtza7vLnf/ZlNAl62wfkLQHfDrDdgNFk\nyHQ0ZWdvQmthjjefP8vDb76XLz/1JHrB5PZumyBOEVK4ePo43f0D0sjj/uPzGJUilWqFyWBKGAfM\nFS3e8fb7kA2ZIIWZuSonigV8T0TTBRZP1giSgNvtHlo9j5+kyJnAW+4/i5DAiblF8qbK/FweUUg5\nPGyjigJPfOMKfSnEl+Fwv89n//SrvLjf5cz5Je45cz+GmBC6PuVqgVzdYhz4NOtFBpOU1RPHOOj0\nefLZG6hVGaWSJxYSwtQnDEJC16dZMkkSOH9qHjvLkBdn8IsqFx46hzJvoIsyUyXDjSNWTyygGBkh\nAcuLDb7noQeZOGOIAoplk0K9SiipVBvzDIcOBdNkY7PH9mCAlpe4cmvtrqv8ssHUD3G9gEv3nGAy\n9Fk+MU/B1LnT3kSUFGRDRpJEjp1YYX6+xulTJxmkkNaK6KUSRhrztkv3slRvEPow3BkwnUTUZ6oc\nP3mMqZ1g5QrYfkhuocxaZ8zYFQiDCN+Hhdkm/X2bEyeOkUgSsaDS7g5RKhZ3Dg/ZPuiyvt1nZmGB\nZ56/gzsOODZTI1MkHn/+gJJm8PyddWQzw3Umr/dQAI6E4WW2DtvcmfRprcxBktILfGIpo1xUyaKM\nfAniJEI3BGabCo+87TSLzRm6B0P6nTGt2QqaKBIg8fyLO2zt93BCj9nlGpdvrXP83HEGUcBMvcHO\n/ogXnrtDOo3obA3ZX+tTVHKUlDw5M0+joLFx7QpnTxyjb/s4kylbV/Zw9yc8df0q+/0O7YmPVi5Q\nb1WRNJO55iwxNpVqnnMnl/jG1Zvc6UxYOr/M/sRGCWJmmxXWJy7t7ojMDdESk6XGLE89vckf//kf\ncfFMi6VGmdsbe1TPNxh4HrNzdQqyzoX7lpHKJkYpxwMPXcSLM8qVIpKiIYsQjUcUDJnE9dBNkf1p\nzKbvoK3Mcnt8wLWdTYaRw87Ipu8F6JaCHU5ww4g4Erlw7h5OnVlia3+XfKnA/niKL4qkuRyHfkLP\nj3nnD70Vo5ZH1UTmWxXKeREv8qi3ZqjUawx2XU62FvEGLjMVnXzFQrZy7HUPmT9W40/+6AuYkk4S\nShx/6AGGWUBnMMDb7vDWC2fwhx5iJGLIOZqVGbJUJElDzp1b4PBgQK1Z4ytP3yIUJcgkRkMbKUrI\nqzK5VCHqhmieyP5Wn5VWCztOcZKMIBNYPb2AICs0amXG2yP0UKC7P2K2tYQvC+wMB+Rm89jed4E/\nhn8uvPe97yWOY37jN36Dz372s3Q6HT7xiU/wpS996eUyn/vKZfqpT2WhSklTub3XIbUk4swlnAwQ\nFB9RyDh1ZoHanMGTT10hSmRkSeItbzpJf3+MpOp4WcLimTnMosJOe8B4LHPhvtPMna8xe3yOta1D\nNEMkjcCQDCbDAHcYcGpxBRWJG09tcLjfo32wh5gKHF9qISGyfm2H973zEdbW7pCQUCpa3HNqCTuI\nOey5PH5zk0E0YW94wNf/6ktM/BA3zuiMAqZWDkSJZ29s0Fws876H78fMoNWos722S61ZQW/q/NVX\nLzMZTu+erjREzp4+RhhHPPq+f0WxkmNrOuFH3v/9JGTk8nkG4xDHjyjoJnVVZG9vnzNnF3j++U3u\nWZmh2dRZ323TWqnSPFZBLZgMgwirmGd3v42fQLNWoTf2eObaGh13zNzSHGEck6+bvO/9DyKpKfOn\nZkCDWEjYbndw7AhnGhEnGZevrhFmGVY+j5CKTHoOepxysN+mMlukYFlouoEfOJy+d5W99pC5ap1r\n1zZwxg5Lsw1Cx2a0v8d//29/EM+LKefzlGsl7KnP9uYBOSGkoqS4/Ql508QyRGpNhSxJeeHqi7jD\nLmcWq4STMaaccuZEg8mwy9baDrVSHtuxKVk6g/aQVqNA4nsknZhiUSezQjzRI5IU2mMXyci9jiPl\nr/muF4aPfvSj1Go1PvvZz/KTP/mTPPnkk3zmM5/hIx/5CF/96ldfLnfh/lOYJZXDfh81SVk8Psvc\nwgxrm4ecX5mjvX83gInvR8iWyu7EZiJLDB2XlWNNSmYBP5GJpYyDUY97L6zQHk4oWWVqhRyb7S6P\nvP0czUYZI4GcWUSQVJaPL/LI/ee5/sxNXC+mVspzbGWe7f6E/mBCOZfDj2JOnlxiMh2RRB6yKGFn\nAhsDhxeubtHrTNBSGO0OKEQCn/vjq8wXZvjBRx7GOehRq+VxhJRKq0albtF9YR1DAyMXM9nd49jx\nKl3BxU9jyqUCt29ts9Ro0NsbsrPWJvbGbG/tka/m+OyfPUPgxRiygSQo5LQCFavEfKmMqsnsdXso\nus4P/9AD5CydueUSL6x3QJY4f+kMiarQ6Y6wExEUnY2bbeZOzGLVFazZAs35KuOpTbVW4K/+02No\nocuZxTIfeu+DdHZ36ex2WZirMZ4GXHroEvlyAW8aMtss0XemnD+3gDcZUWmWGQwnSGKKHwUUixab\nvS52ENAZjqkYJpqfcXjYY6KIuKJIaabKcNojTG02egMyAfZ2O0wmUw62D1lf20UzdYIwIIptDvt9\nsiwhp2RoWcSx2TLDfhch8ahbOucWKuxt7bKwMM+Ny3c43Zjn6S9fpVIwcdwepqrQ6YxYW+8y7Mfs\nbk0Q+GdyiOqfM1mWsbS0hOM4vHJHtqre7fwo+uvNJE89voulCywvzHDt2Q2Mgsa4Nyav64gpaFgs\nL8zQ3umzf2hz79vO0clC6q0Gz15eIwpTZEVFK2uUCzo5S0ZTNXrtKYYgM1sq8OyV24z2enj7AUXN\nAFli6XiL+WqNcsHErOaYxCHX7hywfPoYB70pS8cXmLgRkikxHPWYxAnyOERwYvwwRVdUKlaOTJAZ\njHyGA49qbQYhFBm3u3zvW+4laQ+QRZWwE+BtOUz9lPbBmHA65L3f9zDRgU1+EmJYFvu9IeWiTmet\nTW/sMCvn6I3amLrIjatb1BfmubPZZrZewFQ05qozSJh85a+eI3JDZmdmsDSJLPXRSgpq3mAappRq\nNXZ6Yx5++z10xxO2dnsUinXMfIH9/ojCzF2fibOzNTqdAY47wfamlOYKSDL09g5QBZdaIUfqJmzv\n97j3zZeQdZiv17h67Q6LZ2d46vnnqc9Z3On0qOXK9H2ferNGsVLkcDDkxKk5xvYYU5FwOj0qtRq7\nUch6r8+ffemLmDWTk/fOMwpt9rsd6s06O2sjTh1fojVbvxswV1chSGm0ajSbVaIk4dlnb9I5OERI\nEjZv7BBOp3R2B5TKZXrOhJMnF9le36a1vMDN7j6bgyFrd3poEqwca7A4P8N7vv9BDveP5hi+Izz6\n6KNYlsWP/MiP8OM//uN84AMf4NFHH+XDH/7wf3aIpDSvsHN9nSAImGlUmS1biBH02mPuu/ciSzMV\nHjx/D9dvbzMcxqRqBjmBWJVo1SrML9fRVQVT07DbI9bu7FErm0hxwPp2l932mGq1zD1nF3FGEXXL\nxJJyPH9jg6efvoapmzzy9gc5fqLFZrvPeOAR+DFKTkYSMlq1IjcP2syuzHB6tkEllyMauhRUFbWg\nsH44ZGlpibhskc5b6CtVMlXg8uV1Hlw9zXTf5eLCIjOOwu2dKWbOolowITR454OXSA9c8qrJTDnH\n+eVZ7txpUzNNxm6AIopIXkySZGiSjDcOKFkGxUaZ+dYcb714gWJzBklXSeyYeOrwn77+LJvdKZmh\nktNVHv/GOuvtIXqc0hlO6Ewm2E7AqTPHuHFzh2NLM+ho7KwdYOqwvdtFNXRECW7c2uOrz1xDyAQi\nL0RTVFrzNb761afJWSZW3mLxWJ2hO6U0X8YLfQpGgX53gqoaSKJIc6ZEQVZY73S4596VuwFzDIvb\nex2o5rnTPuDF9S2cyZhu4CMVNOqtGv32gPGBT61gce70IovNBrqiYVllCmWLjdt9Ijuls7XHpDu5\n61U7X2Rl/hhvffg+NjdHdAYBmZgRpR6rp6ropRJqqUAaxZSKOsX5HHVdY/36Bgft3us4Wv6a72ph\nEAQBSZL4nd/5HURR5JOf/CQXLlxAVVU+9alPsby8/HLZIAjouy7DziFpLqW920UMUhardfr729j7\nPfov7rLaqFGYrzJMUrRBiOzENKs19vYPWDlhgZPhuymSnJFmMYEYEhdNVi5eAEFDUk2mdshBz6Y3\ndXnz916iOFfk8LDDYHeXvJnj/OkVzpw+zurZZdreHvmayv7BhEAK6DsJCCbdOyOUfkJO0BEjmR/4\nvjfh2C5G2WRmzuDi+QXGUcy8ZhINBpxoNjm8tofpwL/54A9h5ERcz2OrfZ3bOze598FVytUSqq6y\nfTCkMlvC9V1WTzTwnIj2nTEnGi2IE3a3u6xvtjHyeaJM4bnbt1k+u4DdnzIYTKjO1Bg7CflSCVnM\nMWNVaEgqSuCztXmAXshRnasyPzeH0434H3/yv+Zgaw8ljFlYalCo5llcruPPVhAKMqohcma5RjmS\nmVdNBAFevLmFEivY05CD6QFWKYco5UgsnUGUsLHRw8xLeNGY1nIDq5JHkwzGocMzX3mcWVSszEHL\n60h2gJMmuGmGUW0y8GO2d3oUZ+rkFmZ4y9vOEKUBt27tc/nKNpNJghMk7G8fUJk1aG/1WJpZ4cTc\nKm4/xhRh6tmQpKiKwOJinWHoUl4pIksysWPTH/WpNwpESsp4krJzdYsPXrqfD/7AfX/Pf/R3ju9q\nYfgvYXV5kaKS495Sk1pOp1WzuLhygvtOnmH/5oCcVGQ89tAMlfXbe9jDADmCdqfP+uYerhvTbvu4\nBx6GrGMaOQRkSoUqOcMkSnxGtsvN9T3ypRKKqpFTcyTTjN7OhN2dEU/+5VXGXZvIT9m4sc/GCxss\nFIpMnZCIEDGXY7fncvpNy2wd9Nja2idyPFr1ElKYUCjlcdKEQrnA9to2/uEYORK4vbbFV7/+PEMv\npfnQKl95+utsbHdRVItyo0ahUqXZWmKvPQRJxk0z0AVcJSK0VDbGLp6m0Jhv4Ds+OV3jycu30Qtl\nDnoOnhhw57BD2TBx/YhMVnjgTWdZW++AJOIPXC6cW+Ft73yYgRtQmqmw1R6AkFLLaSS9Ie3tQ46f\nnCcVM2zPZWG1Sd60cJHQDBNnFJBFGUmYsb/fpdkos3ZjDV23QFUZDDy6oxGqICEkGffcN0OhoGDq\nJmGWMfI8gmmCnfgM9YjK+SXURhl30GfshYg5g1KzwYXzJ1ksVWhpBVbnWhw7Nsu73v0wVsli5dQC\nq6dbiKqEF8HqsVmqjTLuKCSyJ2zd2WcmX0XzJabTAFVQePDSWcTI5dzyPKNhxAsHXSoLRWZmTZrz\nOgvzJsPeBE8S+cr1q+x12q/3UACOhOFlmoLOki0hihlNRYexj5FJfONzT6AL4MsynQOH7YMup84t\nYcg6SZChpCrHl+vIcYo0TtFjkaKeZzhI2dqbMGj3WKoUUYYhDc3AECFflxFFgTSJee4bN+h3HNy+\nw41bm9x6YRPR8XjnPad46+IMm0/eIp54TEYO077N9lqfv3jhBYxSEVnSMRSFab/PxosbtOo1Aj9C\ny8ls7wyJpiHPPXGD3t4YbxxRnGuwPerSmp+hNVPncOrRC2PiJGGn3WZlvomaSOh+hm07yJbJl558\njiinUlyaQ0kzXrixwWFnyPe89QJeECHnNA6dAZkh0csixIpGVdLov9hntVZHk0TMapGgYHIgCzQb\nNRYNg+OqQWpHzK82GfsOz964w/NbB0x15e7jf6qTE3QYJAwHI+RUZzSJsXIF6ppJPqcSKTFzzSKx\npFAoligYCtWCRr5QYWGpxvKpJYScRHc65pkX9vHTCDXxKC4X6RcFjHqetGoxt7xAo1rGGca0ai0U\nWcL2Eq7v9rm50cbJbJ7b2MWPQwbjAffdc57qTIWdziGVXMa/+r6T6HpCtWSRonD+1AlyMyWGaUS/\nPyCaxhy2h0iphJsmNBerKIhg6jhTn+WmxvFTJRIrIZWPNji9ochnKWIccfnxG+zc6qNmMu3DNqol\nsHy6SaLGbHV7hIg8e3WXW8/vkWQysQDXX9xhfnGGXN5kGkWMxzaaotBarXPiwix77X0sEc4sz3Pq\n9AIzrSJ+GqKoAv/6h99DIWeg51TqMyUsNUbLYp752nN86U++Ti5R8bbH2FObxkKVnCYQ9X00SUa1\nFOS8St8OWWi18EcuXm+MY7uUWnkkLaY5W6Y7mKKaKlPfxt62qVPm+osdtHqR9fV9VFXC8+6ubHi7\nI+yBTewE9EZTLj58msp8hXq1xJ12l+WzKwiGyWDsstNu46VT/ERGzhnotTxnzi8ixCneKGZhpsqx\nmRnmTsyz43h0xx55zeCZx26g6TrjNEHVNGqahSzppKJCIEq0VhcJ/YR4GDDujcnpJoViiVjXaa7M\nMDNTptEoM3uuhSuklComq8fnCRyPyI+ZqRRRRI0ohOPHWqiyQr5ZIJMEjper5I08QeDQcyP8Rhk3\nDtBVlXuWGuxeW6Pb9Xjvj72Xz/zlN1AqBt94/Aq6rnBnY5fz9yzTatUpFkziOOPpx9ZptOYYJxED\n16NWqtEbO4izFSIlZflci3vuXWXanWLKAnldo2Dm2dwYc/PyIaM9G1ERiXMRduowDY+E4Q2Fkdd5\n08XTBHZA6sHZlRUODvucvbhImHj0JiOMosHBwCYMMxrlKqNRQCYIjFyPdmeCIMsEYoKuSayt77PV\nHYIloqkZ/nDM41++guMGzC/NYhYUTp9eJAocSCKGzoRESDlx8Rg7kz6xIlGZm6E3CRgOXGbPLaAX\nVE6eqGGJOsW8RbFewA1jkFUm45AsiDjbahLEEYmWIs5qtCOHVFIIk5QTp+cwY5mrX7nNwrEFBmHM\noG8ThuHdADNkZKJE6IQYooIYRliCSFEWkQWBfK1IoZFj9tQMZy6usLHXxos8MlklTEUaSzU6vTFS\nTufcm89yaAeMOhO6QYitSKhFk3Z3yH2P3IvRqlKYrTEae3S2+lw8t8p/+6/fx3h7Qi6VKZgWDStP\nEiSooowfpuSaNVwV+sMRe/uH9KMQO46IooTe4YBmvcy476BIEjdutDF1i9MnV6mUK4zCgJlmETXI\n2LzT4ZG3X4RY4OyJJeSCRi+KiDV47NpVbtze4y/+5Mv82H/3XlYXGui6hCBm+F5AtWLwjceeI00E\nWq0GiihzZ2fIiQsXePcPfw9GwaN8toKkRmz1Oowjj93hFDGnoVcM0jhj0vNoLTW55/QirXqVF67t\nMHZEZN1Ezr0xhuQboxVvAOypBwmohTyGnqPeaDE/X+XO2g4bt3qENhQqKrO1InMlCz1Ryakier2I\nZ0iMwgQ3DDh3qoEve7hJiChLyKJBfaZElopkoshzL+zRHybk8kU2t3fY3Nwil9MoVIpEYoYnQKKk\nGCWLuQuL9PsTkjBFBqRMYKlaIpzePacgiyJBlmFoKt39Ds1SmappISZ33dULpkxlvkBAgq6obNza\nwO5FrHc7VJplJgMbRZboDFzsVMEr6GzYHo4gEKdgWgabd9oU8zkKYkaWJQzDKaVmAcuQ8ac2WRRT\nreaxygWyOEPVMjadEWvtHoszJW7c3GHgBjz0tvuwbY8LbzqBr8A0iWkea7G2foho6hxrLeB7LicX\nmmiqTlm38Gzvbvj6LCM3V0IuK4xih17s0PUDiCPEvMJ2u8/u9g7OwEeWBHb2DmjMzJLTVL7+pcuE\niYhezyOWdDYGHrMzDUbDIeVcCcOPESSBOEuJ/ICl1Tnau7tUDZNWvUivP6K922Vvt8t06hPHKc1m\niZylkjd0kiij2CyTWjr52RKzpxp0/SHPPrdGwbobNGduvk6+msco6ewPxswfm8WSNY6VC1imRmG2\nhueHqIoAbxBHZ0fC8BIvXN3jc198ilCXmZoCzzz5OAgxbhCzsTOmWLKoNSzKFZNqTievyczPmphF\nDbFsEcsChwcD5pYr2IFHrV6hLKrYYUyUiRi5HMVGhUTX2NhxGLkJ1WaF7nDINPAglxFYCgMpodyq\n0RmN8WSBhVMLqJbCzvoBh9cGVNUcrbkZDF1jrnU37JoogmYI3Lq9wa2rWwR7LqmdMuq5FJsFgtQj\nziLSJGU4GlNqWURCRMW0sGbKYOQIVY1DAhxDQMzr5CyD7uGIQkm7zk9rAAAgAElEQVSnWjPZ2d/F\nC8YEqY+UeGi+j5LArZu7ICbohoTj+SCk1Kt5ZCHGykksnGpiVAw6OzskScQo8LDThGKjgqLqgEhi\naFy3p0iyjiqreGlG+3CMOwhIJYFMUKnNF5gmPofTIdtpwOp9K0imhV42cIWI+mIZX0jQcgoxCc1m\nneHIYTz2GI4mGHmNjh9w/i2nSTSJP/3cExREFTNOaVYK2EOHxI+499Iyp84fZ/VUi5svvIgiJkyH\nDq1miePHG/R6LtVqjs3NPdIEREsn1VT6gc/Tt15EsCQ22wdYuoBhqkzGNr3BhHLdQtRiRE1k/2AK\nfoaaZugqpFlMvqiAmCGKb4wh+cZoxRuAjd0uyBnNlTKFOZndvT5rG3sEQkSqpJQqCkN7Qn2uxHZv\nxCT20YoKThaRiZBJAppl0Jt0EbIMy9DwRz5JknLi1Cp2GJIqEuVWDa1oksng+S7b2wekWYRZzxFb\nCoklE5oSqSrhZRlySUOrWiBKTA4CIl9iMPSZ2A5iFDE7UyYKAmo1g+nUZ9QPkEYxva0x4iThYPOA\netUkCgOETEJWMtAk4iRkMhjjxDJrewNuvbhD5geszFe5d3meexebWKpEvqRhhyMCIUTVE4LIgSRk\nut9jtmgiJyG5ooo3mSIEIZamIJoib/uvLpEkEV3HBVHg1p0dBDFlp92n17cR45TU9jl1bhXX0PF0\nmX6ni6FoVFp1YlHh+7/vETqOg5bLEYURUhJw68Y2M2cbSNUyswszRGQIqkCmiXhpiBMGZIrA+v42\nTuRy+niN2ZyKvzVi4vps2VMUS6JoaORUja2DLvu+R7NVpztwGXkRy+eW8NKIs2dadA/7VPLFu/sg\nDJXRIGBjY5fz5xbZ2e8RaRKdiUNAhi/Bc2ttiAXmW3mK9TJxFJOkMVu7u+zsHVIoasiKhK6rTCYj\nosDHD2JK9SqBl9Esl1/voQAcCcPL3P8959AqBmHoIwkpqabgJRlTz8PPPOxkiqum3D4cEGeQm9FQ\nVJGyIlKWZeIoRS8bdL0QP5UYdvrYjoOYePQPDihYKoe+hzZbIN8qIuZUNjpjhklEbAqoloCi3/U8\nJuRVjIpFT0jYCqYoVRW9ZGCWS+yNbKZyylQI6Yw9RCEGMUQ0MqScgGTKqIrMaHdIMI0xRBlNkRGk\nFDcIMUyZYj5Ha77O977jIqVCDkkVMWQ4Xi+x2mriOQGhEzLfqHFstsrUnpDJGYqakFMUOtsTXtzo\nEMox86eLjCdjxvtDjCghtAPGkUt31GY6tckmPml/SqFSZHV1kUatCGGE25nQ7XV4amubsKBSr2uE\nbp/lxRkODqYEksDljVtkqsax1SZO5AIBi4tF8pZKdzIhCWOEJGU6tNla71BtFhENBbWgc3jYw3ND\n2ut75PMKw86QajWPWlZxRIHF2VlyikijajLqDOnZAyLRB0Eg1UUm4wlPPfUCBBFhHDMduSzWK8hS\nSpbYmISk0YRqXaVQAkuFjRc2OVavMN+sMRzHHO45FPUCjhNy2OkzUy0Q+RHOaEjoemzf2Waw10VP\nFSb7LrqkIfPGCFH3xmjFG4DMFPEjMPyQSFaJrQxT1jhcG6PpGkmSImYCBctEAqbE1FSDJIjxpgmZ\nJhDmREYjiSgU0PM5CqaBaKR4iYcTRMiWyNC3URRQVQk0nTQfMVu3qBoy4zDCd2PMgoITBYx8l3xZ\nRUhTlDTCVGRydYlUkoiTCNtL6Y5GhHLGcKIhJiKhGiMZGbKbUDIknCiiO/WQcwqxkhCKIWu3t3Bx\nOX5uiVZZoayXaR/2KakaB5MJUwnWN4fMrhTJbA/FjxHSGCdJEHzIPAejVUIrqfQdG2dnTLw/ob5S\nJWfIhHFEyZRJA498HDGxIzIUKidLRIpMM28guCmynFCsaCReRL/boaybFMQUTRAIxYi+4rDUrDJy\nugyCCEGROTk/R9uJ0HXwXZdmzWIjSoncgMBJUSwDSZXY2R1h2ymFKGHqeSydqhHbHhXLRG7WiMcR\ntWWNy1dvIMzkEAlZWq1gmCaekOKSUG6UCMYON7eHpLHEA29/mPbXvko4tbn6+DXecn4eN81Y7/Rw\nnYTttR28e5scjoeM7BTTd+kmAXsjlzARCSKBLMg42BuiSwIr+TK7nQGGJiH4PhVNw/ffGCFej54Y\nXiLVVGYXmhR1ncV6leNLs9gZRKKOaeRxBxELpQbHF+vEaUSSUxmGKQMvRM8bNGcqGIlC5sSYqYIa\ngS9n7I9dDqYT7DRAShOEOGDv5jajXp9SKc/5M8fIW3nypkVJNUm8BCUVSI2EiqkiiODGIWJeIt9Q\nKZVkIjlCETJEL6TXGZFJCtM4xVcEAkVELyiU6iVsz6O/2yWKAqyZImmWEcYRoiKxtd3l2advYlgC\njjOms99ha7+NGwXIuoItCfhexMF+H02UWVmuYrsepibgRjbIAZqRw+2laJGMJOeIwpDdnQ6SF9Lb\n7zDqDPH9KSIpmeeyu76JGMWEQUCYuMhkaFFGKW9y51aPzv4Ux83IWTK6HJEvy9RmTdZ2+/jdmIVK\nneee3qZz4DJfriPaMX5vTE3XWV6YY3AwpVIqIFgGx88ucP/b7mVxeY56q0a1mMfd7lNORIpJSpRL\n2Y0DtgcTgsxnFHq8uNFmfbMNbkQpZ5IAXhRSLhiYikx/PCSvSCRhSr/fY7DbI3FswrGPJEFz0WJ3\ncIimCcyWDRabJe5/YIUwcKnXy9xZ67C4UGNxroCsZKSWQa5ZZeq6eFGG58ZI0hsjduXRE8NL+FmK\nFkbMFPPEWcZo7OGHGdVGCSFKkUSZfN5gHHoYlowjJoy9hAiRTBGx/YBcTsOQNFIhIDYzRlpKrKc4\nskiWJhg5gVhMyNKE6XCKqWmIpoKlm0zGY+IooajJmKbCJJFJgoQsjsmbKpKU4rshsgReGJMvacS+\nQKypSBUL1QnRDR1ThWIS0fMcQsfGD3yMYoEkgciNMC0Tq1BgmkZExLQPuqiyyJnVFrv7A7SGQGLJ\nCOgEaYYcC+y3x0zTmCRK8NOYmUaFiR9RkhUqZo4TqzW21tqI0phSxcT3fZ59fgOpkMPd9ajmVRqL\ndaqFPE89cZO5cp7UC6kZMenhlPp5le97+wXEzgg3irByCoqpMdgZEo1jREOgVi6gqwUmQYaVpcyW\n8lzt9tFig+XmDJ2bPY6daTElQ64Wkc2AZ5+/TjEJsNsZ9jCkoVkMNg4Jy2N6cYDg+jTnS7ihR5Il\nmLJOXlc53O3TapaYegFDe4o7mjCduEg31oCYckGh5+boj33c3gSjVkIoyFihSpYFREEIScZ2u4te\nsmjOlzF0lcDIMziYsLBQp2873OiMKZUNijWLXKrRrNcJjk5XvrHwspQ0TkjiBN8PsL2IMAEvSvCT\nlEwQsG2HiTsmSAOcwGMSxWSqxMTzicWMkJTIizAkmdlShVwqY4kqApDEMW6YIHoJpgKWKjDsDtnd\najPo2sSRgBsEhLZDEEUEZASTENVLqOn63ROhUYozdpGEDEkX0PMKpnr3vVS3LDTTol6rIaYSsqUS\nhiBLKoZ2d3u2ImvMNsukWYpu6hQrFoogYioKc7UyKwuzJIpAIaeiSHdDi9lOeHdmvz9BlBSmtkMY\nRaSSjGlY6EiMx4dUKgm6IYIQImQJk8BnlMUYpRJN3eBYo8bGizsoqQgJCDFMPZ/IDpEmYwxSrKLJ\n0HXIYp+9vQO6twcsFaoI4d3o17fv7LFwpkXeMnjx2Ru0KhZqlFDSDFJVRp8tEwUxgRshCClVKSHC\nYeTYFHWTg+6ETMwoGiK3r68zU7dQDBlUUBGxVAtLVlhqlJj2HGIhQVJljjXKuIHD7mDIeGLjTxyM\nvAmKhmMHaJrKIPBxk4TQCykYMnKS4qYJe/0Rek6lVi+RNy1COyANPCI3QpAF8rMltLxK5Ac4XsrU\n9V/voQAcCcPL5NS7kZTssYvdmzKehpCm5FTh7oSTBuMoJBMlPD/C7XoIXkTguHh+SBxHJIFHEIUM\nHJeNnX2SIEH2BYRJipVKqJOEqBdSVwzqZRMlTRjt9xh0x4wnDlF69z3aHgdIXkIuTGnmDOQEvJ7D\nsDsidSKkIMaTMpKSjC7IpE4CSUZB0yhPIsxARhBkjHyRTNQJ0ZivlGkUi4RpRkSKpqnIkowsSiSI\n2EGKn4pUVB0lSkjCkCiKCDOBaabg+yJiKmAPXYQoBDEjTTxycog3GeAlNn3PwQ0jAjEj3ygjWSZ6\n1UTOK2xe32FKRGu5Rk7SyVSFgT8iUT3c/R4rkoKhKWy3u2x0JgzsAKPeINLy5AyNcehh6zKhDGXL\noIiEFIJcydG2bWonynS6B7ijCXR86moBxUxIDYFGMU84cWksVHGkiDQHP/DOe2hVchQUiXgcYCoa\nk8MQUzYI/IjesMNw0sdXQ9r9LsVGBU2QEBOJ0djHi0UCUSOKDIpWiTBOCEUBOxLp9D26QUYoq4Si\nSmNhjkqlgKGqnDo2x/7mIbk4Q9MV8rpCGmRYhRy93hBfiF/voQAcCcPLJG4IUYogyniCQODejaQE\nkKYJh50hh50RnQOb7uYQezDFsV1s2yFnGcSZALKEWtBJFBimPk4c4Ds+uiDSKFs0FY34YEQ2SkhH\nAQcbY1Qpw51O6Q+HhKGPn4REng9BgJWTUSQYdYdEjs2kO2XSnRKMHTw7QFAlCkUDuztFT0GNUia9\nKXsHDoIvIQoKiqSjpCJZlOGFMX/62Q1KtTyqLuIHAeNpgBdkOH7C0I0omHnssYOQpiQIjL2URJSw\nZANTVqhXTdI0YHrQ53B3H9sf40cRkmIhyyaeL5AFIkKQYUgCXpry+T/fJpMTFFMkX84hSBKCLKI0\ndMqNPP32CM+LuHU4ICpriCWVmVadmcUqmRBRLlsEcYasqhRUk7pZQcRgbbdDJAnEaoJSFRHVCHHq\nkfRt2gc9LCuPZRUpFiw0XWH5ZINSrYRp6BQNi8GBT+CEhHZG7AkszDVI4phef8J46iHIEV7gkGky\nSRwTTSOySKRSaTBTrpLTdHRVo9+bIqcClqnheCK+KJGzVBrNCpVyjhdv7zEYOawuVsmyBE3TERAw\ncxrjoUvkplSLFXTLYOK4r/NIuMvRHAMQxzFf+vQtDAFUBAIxwx17hElKkoQookiUJSSiRJZCYPvo\nOQ1BcphMPF60AlRFRJEFrJyCN/EJkwRVklBECV2VyVsa04FLrzPCND0iKWYyDMgXZLIEYhIiIUY1\ndbI4RpZFcvoY0pSYCNtxiUYJuiIi5GTITZA0lXys4EwClEIHU9dJBi7doUOuqKHIMqOug6z0UA0F\nL4jZ3rYx/nSLKAkJkgRFlwCJJAZUBSmNmAxtdEVGkySmboRiqBiyhKiNCb0AP3CY+hHrJQ8pCwmD\nBF3zQMzIkgQRgUxw8VNQ8xrb10Z09qaYVYNn6BKNI1RTIi0KuAcOgp3w548d4JkqGQmh49OqlRmP\nPZI0IxVjYkRUS8dE4cWwTa89JpZj7rR3ETJIBYEsTpEigdBNaa40cEcDBrbLM+KYnCByZ91n57AP\nQoaSyYROhKDETMOAtuFymx0URcL1XTq9AeZtjSiKUEUYdmzKeYjiGNXQOL6UZzyYkgQyG+0JDi5h\nkmLbMYIqoCCQtzLs6Q5xkjFsxEiejztxyDKBwcTF2ocwGCBHAoeVDn3bxSXle0++/ucljoQBuOee\nezh//t+/3s347uUHX+8G/PNCEF7/JcujVwlgfX2d69evI4ria/pz9epVwjBEFEWefPJJXNdFFEUe\nf/xxoih6TWzeuHGD5557DlEU6fV6XL58GVEU2d7e5vnnn39NbGZZxmOPPcZ0OkUURZ544gk8z3vN\n71UURZ599llEUeTy5cscHh6+3NeO47wm9r72ta/x2GOPvXxv3/z7Pv7448Rx/E+q80gY3iBcuXIF\nTXvt14+Xl5eZTCZcuXKFS5cu8bGPfYw//MM/5IEHHuAXf/EXXxObCwsLNBoNgiDgV3/1V5mbmwPg\ny1/+MnNzc3ie9223KYoiDz/8MD/6oz/K5cuXue+++/ilX/olfv/3f58HH3yQj33sY992mwCu6/K1\nr32Nw8NDVlZW+IM/+AP6/T6XLl3iIx/5yGti84tf/CJvfetbeeKJJ3jggQf4hV/4BT7xiU/w4IMP\n8uu//uuvic3vBP/ihSGKIt7ylrcwOzv7mtsqFAoAXL16FU3TSJKE7e1tFEVBUZTXzOanP/1pNE3j\n1KlTVCoVBoMB73jHO5iZmcH3v/3LY4IgIAgCH/zgB3n++efRtLvv6tvb28iyjCRJ33abAL/9279N\ns9mk2+1SKpU4f/483W4XTdM4d+7ca2LzZ37mZ/jd3/1dnnrqKRRFYTwes7GxgSzLr0nffqf4Fy8M\niqLwqU99is9//vOvua0oiojjmHe/+90cHh6Sz+d54IEHGI1GGIbxmtj8+Mc/zk/91E8B8PTTT3P9\n+nUqlQq/9mu/xhe+8AXy+fy33WYURWRZxmc+8xne85730Ol0KJfLPPjgg4zHY3K51yZ2wrlz57hz\n5w6GYfDUU0/xhS98gbm5OQ4ODrh27dprYlNRFERR5P3vfz/j8ZjV1VUeeeQRptPpd+TL5rVCyF7n\n89+CIGTXrl3jJ37iJ/joRz/6urbliCP+pfDzP//z/Mqv/AoPPfQQWZZ9y6TGv/gnhiOOOOJbORKG\nI4444ls4EoYjjjjiW3hVwiAIwi8LgnBDEIQrgiD8v4IgFF6R93OCINx+Kf9dr76pRxxxxHeKV/vE\n8OfAuSzLLgK3gZ8DEAThLPBB4AzwHuA3hDfCro0jjjjiH8WrEoYsy/4iy7L0pcvHgdZLn98HfDrL\nsjjLsk3uisaDr8bWEUcc8Z3j2znH8D8Bn3vp8zyw84q8vZfSjjjiiH8G/IOHqARB+CLQeGUSkAE/\nn2XZZ18q8/NAlGXZf/ynNOLjH/84W1tbfOpTn+LixYtcvHjxn1LNEUcc8Q9w5coVrly5wvb2Np/8\n5Cf/znL/oDBkWfb9f1++IAgfBt4LfO8rkveAhVdct15K+1v56Z/+aa5evcqHP/zhf6g5RxxxxKvg\nm1+8t2/f5sd+7Mf4rd/6rb+13KtdlXg38LPA+7IsC16R9cfAhwRBUAVBWAZWgSdfja0jjjjiO8er\n9cfwa4AKfPGlRYfHsyz7qSzLrguC8AfAdSACfip7vfdeH3HEEf9oXpUwZFl24u/J+yXgl15N/Ucc\nccTrw9HOxyOOOOJbeEO5drt06dLr3YQjjjiCN5gwmKZJt9tFEAT+5pTEN9MEQeCXf/mX+dmf/dn/\nLO2b5V+Z9vnPf553vetdL7vK+rvqnU6nrKyscHh4+PeWy7KMT3/603zoQx/6B8v93u/9Ho8++ujL\nrrr+rnbeunWL++67D9u2v6WOv1nvjRs3uP/++/9JfXvEEf8lvKGEAUCWZZIkeXkwbz3xJMfefHfT\n5Ct3Veu6ThAECIJAmEDXlZBFmDHTb/GZ983rLIOOJxEnUDNStJfu/ptOUl75e4IgsHY4ZLXx19GH\nZVl+ufw3vfP8bTu9v5kmyzK2bfObv/mbL9nP8BIPUzYB+MAHPvBynTf7Lv/hi49D9s1tIq8gy/jU\nT77/H9N9RxzxbeENJwzfZPsv/4D9Wxtof7nL13P/F4/+9t++3rreD/h3/9+fIM0vE4xHtMKA3/03\n70H9G97DogQ++Lt/xHR2gTCMSLbW+X/+7Yc4Xv7bu+Cx27v8r//xL/ja//Y/IIn/uGMeWeTDY78G\nmgpUABiNRvz0//y/sLnb5/8e/CLkBf4b5edo1AvcuX2DUqkEwL/7P3+Pgtvjf39QIUlS4iQlTVOS\nNOPr8iW+cOVFSv+4rjviiFfNG3byMZxOcf70OrtOn/qtCV/49//Ht5ZJ+P/bO/fgqKo7AH+/3WQj\nSSAJpAmQQAiIoIJQQqJV0ZaKTcUi1ndr66MWqYM6ji8snbG2w4DW8R2nU6uDttUoQhFBC/LQUDUD\nAlEgIYYKEWNICASS3ezr3nv6x27CJhuSWJPsJT3fzM7cPee3m283u7+99zyZv7GE3JkXMzo7HVdK\nCvvjE/nVq+9Exd725joGnVtAzlljGZ6ajMrK5cZXVxA4yRL+x31+gqbFV0ebOq1XChpaLLbXuznk\nsTBqdpFc/SZDRrYQiM9oF1tSWs6za45wbPt0jn2QxzOr61hbUtkupsEbwEgfhTrvJp6tTKLo8ySe\n/zyZjTKJog2f9PBd02h6B1smBmWalBWtpSpnCDd8sJqMpXeRuGo7Nbt3tYtbWV6Da2QWI3KG80jB\nJBLFQpwOyjxBfMaJX3l3QPgqcTBpmUMZOS6LxRdNI8kVjycpjdd3HWz3nKYVmhNWOHkcrjgHOekp\nePzBKMfqZkUjJklJLg54m6j7Yiu+pp18PfgXJEy7oV1s5cEdrFx6CWsevp93fv8g/3yskH01pdF/\nVyn8AT9f19ZTe+gwtXWHOe72oMSW/ybNAMaWn7h3b7uT5uxMZt7xG3avXc6E6dOpvfy7VM3/I0H/\niZV3t+ytwO/1M9vnx/AFuD/vLO7Nm4ApcdR7T7y0w14HVpyL1PoGCpvdWKbFkz/MR1mKjZ+VtcWZ\nlsV5f1jG3KeXM/fp5TT7Alz93ApmP1HM4tUftsVZChqVj+xh6YwcOpT0ISkcOOMqhs18gfGTz2/3\nWm76y40cmrsPpRQrV67E7/ezbNkyPJfV8PBHvzvxnJai4ZibV97fyeip55B9zmRGTjqbQz4Ljaa/\nsWUbg9vyIz+6hLh9HzDte8M48PEizvv5Pawo2cz3E05rixMUfq+f05Tg9/kZmjgII2hiBA0iWwUc\nIgS8ASx3C2mOUOOmUhbBYBBxWu3iJgwfxtiM0NV8dcNxJmd/hz01DYxITW6LsxQ4lIEn4MdvmPiC\nBl7LwuFKjHotx/c2oizFggULKCoqYuHChSxZsoT3tpbQ+MnR0CwTAMvk8BE3b9cf6dX3UqP5X7Bl\nYrj25Rf5x/LlKNONFXSRmODlGHDPO+2XeL94/HhKy/dz95oSnpt9IXeu2swRTwDT5yUz0WRPOG54\nooGvqYlN+w02V9fzwmXns2TTdoK+ID8uODGTU0T4+/wr2u5v2LOfh+deFOXnEPCbcNTbwubd/6HZ\nHyA/p/Olwlc9sZbNm8q44NYL+Wj7XuZcczMf76gku6SAZ+460dNgmQplWmQ7TVKTByEimKbJ3qYA\nlr6U0PQztkwMAIKgjBZMbwCMzndLunrKGB4r3clx1yDmvb6e5oCF3+dnerK065VIiIOznQY7mj2I\nCPeuep8vGpqI9zZxzdRcTDN66/EZi1+h0eNj5Sd7+en0ie3qHAI5pw1m15FGpuSOwO0NcOkZJx0d\nTkZaNn9640uOpz8HCEm1t3DRmaOByMuEUBfl5Kxh7C7dyn2/XYDb7eaRFR8S0LNMNH1AV9OXbPtT\nFDAMlNmC8tagjM57BkTgz4UFpAW8HG3yYbV4OTfFRfHt10XFLrvxcsZLEKvFz77ao2RYPtbPv46T\nLThXfMeVTByRHpUUWslMgnEZGaQMSmVcRiZftnj4tOEYnzYci4q98rLz+esDeUzIyiR3fCrLFs1g\n3rUXdHw1ALQuiOX1+vpk+ziNppWuVlu07RnDYeXkX2oar33YjDgER80WFv3yZ1FxeWOy2PjrOXgD\nQZwOB4kuV6dfdofAilt+gscfQClISnB1OT4hK20wbyy4skvHXGcQWs9MrOieC4ApU6bQ3NyMiLC4\n8FHqG+vbLhNmzZrFtm3bAHjy9qu476W32F/fyNCxY3ljzfsYhkF8cipOl4sfTDqdndt1t6Wmd2jd\nRvCk9bGeDS0iqry8nHnz5lFUVMS6deu6fczBgwcZNWpUt3EQGn1oGNGXCh3Jz89v+5J2hcfj6dEW\na83NzT3e/i0nJ4fq6upu4/Ly8vSQaE2vMHv2bJ566iny8/M73YnKFmcMTqcTESEnJ6dXdyXesmUL\nM2bM6HF8rCdxfVNfO6Cd+56+8BWRtuH4nWGbxFBUVERFRQWBQADDMDAMo8vGkZ5QXFzcZ7tI9wWn\nmi9o5/6gN32dTifx8fE8/vjj9k8McXFxJCQk4HA4CAQCmKaJaZpY1rcb3JOQkNC29fypwKnmC9q5\nP+gtXxHB6XS2JYeuko0tEoPT6cTlcuFwOHA6nW2J4dvicrn6bMv1vuBU8wXt3B/0hm/rtH+Hw4HD\n4SAuLq7LMwZbND7GVECj+T+ns8bHmCcGjUZjP2w7wEmj0cQOnRg0Gk0UAy4xiMhjIlIhImUiskJE\nhkTUPSQiVeH6S2PpGYmIXC0iu0XEFJFpHers6lwoIntF5HMReTDWPp0hIi+KSJ2IfBZRliYi60Wk\nUkTWiUhKLB07IiLZIrJJRPaIyC4RuStc3r/eSqkBdQMuARzh46XAkvDxWcBOQj0xY4B9hNtYYn0D\nJgDjgU3AtIjyM+3oTOgHZR+QA8QDZcDEWHt14nkhMBX4LKLsUeCB8PGDwNJYe3ZwHg5MDR8nA5XA\nxP72HnBnDEqpDap1JhKUEto3E2AOUKyUMpRSB4AqoCAGilEopSqVUlVAx9bhK7CncwFQpZSqVkoF\ngWJCrrZCKfVvoLFD8RXAy+Hjl4G5/SrVDUqpQ0qpsvCxG6gg9BnuV+8Blxg6cCvQugBkFhC5jltN\nuMzO2NW5o9dX2MOrJ2Qopeog9CUEMrqJjxkiMobQGU8pkNmf3rYY4PRNEZH3gMzIIkILGixSSr0d\njlkEBJVSr8VAMYqeOGtigi3760UkGXgTuFsp5e5kvE+fep+SiUEpNaurehG5mdCiaTMjimuAyCmZ\n2eGyfqE755MQU+cuqAFGR9y3i1dPqBORTKVUnYgMB+pjLdQREYkjlBT+ppR6K1zcr94D7lJCRAqB\n+4E5Sil/RNVq4HoRcYlILnA6sDUWjt0Q2c5gV+dtwOkikiMiLuB6Qq52RIh+T28OH98EvNXxATbg\nJaBcKfV0RFn/ese6FbYPWnWrgGpgR/j2fETdQ4Ra0yuAS77Qt2UAAACCSURBVGPtGuE1l9A1uxeo\nBd49BZwLCbWYVwELY+1zEsdXga8BP/AlcAuQBmwIu68HUmPt2cH5AsAk1NOzM/wZLiS0g1G/eesh\n0RqNJooBdymh0Wi+PToxaDSaKHRi0Gg0UejEoNFootCJQaPRRKETg0ajiUInBo1GE4VODBqNJor/\nAsQn43+y90MDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea7a852910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(im,\n",
    "       # 设置坐标范围\n",
    "      extent = [-25, 25, -25, 25],\n",
    "       # 设置colormap\n",
    "      cmap = cm.bone)\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "更多参数和用法可以参阅帮助。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里 `cm` 表示 `colormap`，可以看它的种类："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Accent',\n",
       " u'Accent_r',\n",
       " u'Blues',\n",
       " u'Blues_r',\n",
       " u'BrBG',\n",
       " u'BrBG_r',\n",
       " u'BuGn',\n",
       " u'BuGn_r',\n",
       " u'BuPu',\n",
       " u'BuPu_r',\n",
       " u'CMRmap',\n",
       " u'CMRmap_r',\n",
       " u'Dark2',\n",
       " u'Dark2_r',\n",
       " u'GnBu',\n",
       " u'GnBu_r',\n",
       " u'Greens',\n",
       " u'Greens_r',\n",
       " u'Greys',\n",
       " u'Greys_r',\n",
       " 'LUTSIZE',\n",
       " u'OrRd',\n",
       " u'OrRd_r',\n",
       " u'Oranges',\n",
       " u'Oranges_r',\n",
       " u'PRGn',\n",
       " u'PRGn_r',\n",
       " u'Paired',\n",
       " u'Paired_r',\n",
       " u'Pastel1',\n",
       " u'Pastel1_r',\n",
       " u'Pastel2',\n",
       " u'Pastel2_r',\n",
       " u'PiYG',\n",
       " u'PiYG_r',\n",
       " u'PuBu',\n",
       " u'PuBuGn',\n",
       " u'PuBuGn_r',\n",
       " u'PuBu_r',\n",
       " u'PuOr',\n",
       " u'PuOr_r',\n",
       " u'PuRd',\n",
       " u'PuRd_r',\n",
       " u'Purples',\n",
       " u'Purples_r',\n",
       " u'RdBu',\n",
       " u'RdBu_r',\n",
       " u'RdGy',\n",
       " u'RdGy_r',\n",
       " u'RdPu',\n",
       " u'RdPu_r',\n",
       " u'RdYlBu',\n",
       " u'RdYlBu_r',\n",
       " u'RdYlGn',\n",
       " u'RdYlGn_r',\n",
       " u'Reds',\n",
       " u'Reds_r',\n",
       " 'ScalarMappable',\n",
       " u'Set1',\n",
       " u'Set1_r',\n",
       " u'Set2',\n",
       " u'Set2_r',\n",
       " u'Set3',\n",
       " u'Set3_r',\n",
       " u'Spectral',\n",
       " u'Spectral_r',\n",
       " u'Wistia',\n",
       " u'Wistia_r',\n",
       " u'YlGn',\n",
       " u'YlGnBu',\n",
       " u'YlGnBu_r',\n",
       " u'YlGn_r',\n",
       " u'YlOrBr',\n",
       " u'YlOrBr_r',\n",
       " u'YlOrRd',\n",
       " u'YlOrRd_r',\n",
       " '__builtins__',\n",
       " '__doc__',\n",
       " '__file__',\n",
       " '__name__',\n",
       " '__package__',\n",
       " '_generate_cmap',\n",
       " '_reverse_cmap_spec',\n",
       " '_reverser',\n",
       " 'absolute_import',\n",
       " u'afmhot',\n",
       " u'afmhot_r',\n",
       " u'autumn',\n",
       " u'autumn_r',\n",
       " u'binary',\n",
       " u'binary_r',\n",
       " u'bone',\n",
       " u'bone_r',\n",
       " u'brg',\n",
       " u'brg_r',\n",
       " u'bwr',\n",
       " u'bwr_r',\n",
       " 'cbook',\n",
       " 'cmap_d',\n",
       " 'cmapname',\n",
       " 'cmaps_listed',\n",
       " 'colors',\n",
       " u'cool',\n",
       " u'cool_r',\n",
       " u'coolwarm',\n",
       " u'coolwarm_r',\n",
       " u'copper',\n",
       " u'copper_r',\n",
       " 'cubehelix',\n",
       " u'cubehelix_r',\n",
       " 'datad',\n",
       " 'division',\n",
       " u'flag',\n",
       " u'flag_r',\n",
       " 'get_cmap',\n",
       " u'gist_earth',\n",
       " u'gist_earth_r',\n",
       " u'gist_gray',\n",
       " u'gist_gray_r',\n",
       " u'gist_heat',\n",
       " u'gist_heat_r',\n",
       " u'gist_ncar',\n",
       " u'gist_ncar_r',\n",
       " u'gist_rainbow',\n",
       " u'gist_rainbow_r',\n",
       " u'gist_stern',\n",
       " u'gist_stern_r',\n",
       " u'gist_yarg',\n",
       " u'gist_yarg_r',\n",
       " u'gnuplot',\n",
       " u'gnuplot2',\n",
       " u'gnuplot2_r',\n",
       " u'gnuplot_r',\n",
       " u'gray',\n",
       " u'gray_r',\n",
       " u'hot',\n",
       " u'hot_r',\n",
       " u'hsv',\n",
       " u'hsv_r',\n",
       " 'inferno',\n",
       " 'inferno_r',\n",
       " u'jet',\n",
       " u'jet_r',\n",
       " 'ma',\n",
       " 'magma',\n",
       " 'magma_r',\n",
       " 'mpl',\n",
       " u'nipy_spectral',\n",
       " u'nipy_spectral_r',\n",
       " 'np',\n",
       " u'ocean',\n",
       " u'ocean_r',\n",
       " 'os',\n",
       " u'pink',\n",
       " u'pink_r',\n",
       " 'plasma',\n",
       " 'plasma_r',\n",
       " 'print_function',\n",
       " u'prism',\n",
       " u'prism_r',\n",
       " u'rainbow',\n",
       " u'rainbow_r',\n",
       " 'register_cmap',\n",
       " 'revcmap',\n",
       " u'seismic',\n",
       " u'seismic_r',\n",
       " 'six',\n",
       " 'spec',\n",
       " 'spec_reversed',\n",
       " u'spectral',\n",
       " u'spectral_r',\n",
       " u'spring',\n",
       " u'spring_r',\n",
       " u'summer',\n",
       " u'summer_r',\n",
       " u'terrain',\n",
       " u'terrain_r',\n",
       " 'unicode_literals',\n",
       " 'viridis',\n",
       " 'viridis_r',\n",
       " u'winter',\n",
       " u'winter_r']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(cm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用不同的 `colormap` 会有不同的显示效果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fea784be890>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1PlszTKXeh+HTJ6AWB+SwkIF2YYOZqUNripBoChrKKgNTcB8UWzGzdwNrgh4YIAmW3e3M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\nDcIWi8XiITYIWywWi4fYIGyxWCwe8n9dMKigJH4qLwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea7b13df10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(im, cmap=cm.RdGy_r)\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显示图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QTJQSjua8+2EFbQ7Xg+c+PSzoQlsrNYJVwDQgGjLO02FbBYmE6IyYbg11J9MI\nMWSZQpNkTE3E1H0CHdGDHA3pgoozrgAoMkE/JAk1TBsW/jc6o530oIhioyHeEZ/MxeWnr9lf7le5\n9mVqInJqYHS74fTili/+0Rd58ZkbWipNF/p4pDuA0A6nayI+BVSQnC+PfPP7L/mLb9/z3mV2VHpV\n46aDbTc8e/tT2FpQqZNRe+xwPoM47jHp+48Qn2yS8Mk+4GW2mbEji8K6IdWRoxA+9wBEv59U1e5E\nDEJOcwdANMwCi3mwNZxUu0qx58Per+Kl1DJ9IfsgY51CJQrQEHdcA4mCVKNE0pepCCTmHGwMuDhl\n+FTDXQG10JhVOgelKGKFOnZKxhw53FikEJKED+p+T41OLYnGYI2BiE+vx/k1be9otFnZbAq31n6g\ndSEioPvUJJgiteDqSAQp5crl26ykCNUKdX+k6tT0Z/S5Z0CVUGeMgWnidCI76p0wofeG+2BcPSMZ\nAysGfcdCyXFMs91UI5BxXZdR5hjpfYHTibi7I0ciIVBOE+0nr4a+RMaVpnTHs+CajAxG4Zrwgjoe\nps9GC9IB3WkKiDFEEW+EN8RlYg4ALhNQFWaCDyOHIUXQ7ogHOmKOlgoRlWMUyA4MRJMcQkRHr0lK\n0sgxSIJs+3x/mKOXVDI6Eg2JNq3l+8Hj9x8Yl8e5GyXG7MwySQ3s9Jw3P3vinT94kyJOeEcHHA4t\nnPGw4x00hCo7l/sHvvfd9/iL7zxw3wMVm4k8Y2LkJ6P4zth3Yuz0sTNCiSK4TB5OQnD5DRJTaX9g\niuM6bonohlpiloieiDiTI+G4TEqod/KYbkEZj4g4UoPs90Qe+DJl1WSBupAyhVRuSqxC+EA1SFOq\nNtQF7Q3RdYKIw1ARbIzZabQLvSykynQDFptuytmnIiqIT7+GyHSSitapxFsKXgUzQdY+W97oFAZd\nNroUeqlTM5CK9CTSSFtZUFrAiDMiOfUWRacqtNap9tSCtYY0sDFpYWzDYsqHCZ/UIE6uhVwK9EFm\nYfSVtn6WsX0Gfu+PubzxBc6f/1c4bt/mqDdc1puJLfggGIw2rezny5lxOL6Au9IujhwyF/WUgYRi\nWjGSYmMe3HZBlopZUONhLnwJKNsdIh01uxp869WTItQcqE7+v6dN12QUWnaGCuoVSzhaoxx9FgFL\naI8TpBwXsg/Cy1w1MDpyZaJixKRN8zTViCgcSYZT9KospaA57eR0J3OQTByDZvjoU+p9HJOdGgPZ\nHydtrydiK23WAAAgAElEQVSibHOvhG3sP3lgf++B3B/Jq08pc4rUZLljubvhnb/7gtu3TtSY9Dgx\n7eBaFOqKr8rri/L9H7/mz771yAdH4g51KUhJyrJi2VjhKpef4kOW7bpnxBE58LMT4iwfUUz1ibIb\nsT3D2gGA5DopUSraD8b5IPtO5op7kqFEXii6kjaQckfowGLgeSJFKD7QsqH9QzLvKIvhdiJEsP4I\nWhkemCcONOnI6TTtzrWgVnENOEBGopkU6RCGLoWNoFVjlNNsoROKCSMDtYplIMfrSZPtc88DRbFU\nDimYJGMkG86QDaWjxfEOxqCooFoYdHQoWjZSBVu2KbYhEb3B85FyNLoslBikGCUaug6OcUu5HKRu\nhAaNZ+jJ6MtC2C09OlE26o1x9/vv4B+85ubv/h0u54ryNty+gbaXHPqCyw9/TH54of/wWyzdp0DK\nnP3Djqpi9QbLnegLFknqVCuKwijrdIO6T9xENloGY0zWJy5nKhviQVplLsNIqhjtejjdFooPRiqp\nybI7SdAt53svK46zaMESxIRIxXXDMsnYCRT5hQtYdYLbYhCPU5btTlJIOaGcf7kVDWJK5EUhroI0\n20AaOhSvhpSC+OwcUmY3EYsiRyNKQXrDu3L+9gPbszepdkaWX3RVEwsqt895/pnGF//owl/+jz9C\nXzxDXt1TS6WkI2Xgry984zsv+frPGu93SEnKaSGOgRabIC8rUudonSa4QfGrVkYM71ONrJRfKmx/\n3fhEk4T5DtJJjJIN6nPSzoT4XJkWQvRjmmt6o293pDeknKY674C02UYRiqwr4T69HnJB2kHRYCmD\nVMVqojmVeCLTICVHZ4ghCOY7uWyEFjYcTImehAxcwbpTbiolG9qcECMUpFS8NXQVTBdUhabMqh7G\nUMVktnq1Toqx+DFVjCFgFQzk2BllwQdomTL0NgL3C1kMKVD7A+CEzf1IkqAx92+MV47evUG/e5vL\nurDcFs6xUW3nGCtWYbsR9NOfon7wfeLxwN48sZcFSlLvKm0M1k+fKI8X3vh7X2B8+MD+1d8j7g8e\nv/MTxre/NRfa5KDtF0bCeqNz70M6xHRqDrUpiY8LRQtdHXafY0MMJpi0kjkwS9wds4IkoEZpj4xy\nS4qyHI8cLVFRPBONxAWkH0S1KX/OKeNXVTKnAhZboB+43KD5SEYlC4g7qTdzVGiBLgG5z30kOkib\npjwhyJjPJ3o3LfZAms/lQ6yT3dJCxnQb60RLyTBCFsQ651c720/e59mNocsKywBlqnyXG07P3uRz\nX37k/lvv8/OfvGI+mIN6s+CPF77z4zNf+8HOh8eAYmhOk5wwWGQlTFjWQvQzsd3OM2DTD3OcH+nn\nwKpM+XYKetWG/LrxiSYJciFHhSqEDlZ9Scod2WUyEMOI8ysiCqIb8jiIk1JLgnUMZ1ApUok4rrQd\niM6kkVYQ6/OGjj6XmsS0kiOCH6BLslVomXhRpB/IGIQpZspya7TLYJUxTTXZkDiRS2XRIGuB3ih1\nw4/HWV2AdbnDmfSe9MGQ+fAZdY4pt8+JywSzCjtxLOi6sfrAdeBZ6GPusxCc0hq8CfruAXUlOyg7\nw9bJLDz/FPvbL8gR1KWy9AeOulJtYQzYlmeUZ87ti53LT1+Tz8tMnHvHPvMm/fgZ+7hDHxuXmzfx\n+x8jsbItG6dboZTBs7e+RPvq3+Ly7gMffu37yE++R1xeI9ExK1jVyQ6ZUS9JVp/W5j4wHyBxpRFP\nhJ/nchdpEJWTOY+u6NHwckcrd1gbNK3oVrCj081IYGfh5Md0RkaD5QWUORZI6UgT0uZ4FhSW4xW5\nXM1qtuGxo1aweMRPEHqHtjOiY9rFu5BhpDqIk6aUceDHNB6OLFiep2sVJa5dhhJzVBgKNdHWrgvF\nksfvP7B86sTptCBWCJ1sDbVjN2/w/J3XfOFf/wz3/9NPYYCKku5888cP/G/feMm9X4F675jN+y+2\n4O6UpcLwaW8/X8Cnenj0pKsgZbI2VYzmjfDbj3RMP9kkEQ21aXm1xREK3h/JQ5CLIPsj3gXfAykO\ndJa1EiLUnqTZNIf5ZWrti02+WpzIuWBFjgOJaWLKGFNynMoI4eaktLJwEBRxRh9TobmeiP2BOha8\nD9QgysZoTrBQV8VUkHQWd9QK5OwCUnWq8fwRZGOS8DpX1f2Cr0cYbRp1xAzvQlkTaQeOM+rENdQ6\nmQvSOy5CeTkFXCFz78EQoy+fYnzqDVrsaDuoCkWE10ORvaP+EltuWe4atb/k4LNo/SmyLJRSMd8Z\nH7yippJlQZYz559fWIsAgzweaPb21AAcje3NW56/Y7z1uS/z+PpLfPCtd3n95/+cLZwSSi4rmzrD\nc+6RCafGXNQD4DLp7SMVESP6AsXZ8wXVGq1ULBrFB0coJRpDZsJOM1oIyjF3L0Ri6y3iD9iYSZxx\nOxMGZR6k2iDr9VAV/Ii5s7Q3Ut9EeSTagafOFQFZiezT9zGUZINxMIZOgHPI3PVZ5j6HROZ46X0q\nbNPxZQUMrYMRCq3TPwjqX/+c9fmC2DbHDQkYC1mV8vxt3voD+MLPdn7+f1L3Zr+2rel51+/9ujHG\nnKvZ3TmnTlM+ZZers8tO2U6cgJ0YBQdwgoiJSLCQgJALJEBCEQKJXHIFfwAQbhA4FwS4QApSIhJZ\nQdgQQlBCqNjVuIurPbXP2XuvtWYzmq95Xy6+aWNFMfhYlkoe0tZee+6lpaW15vjG2zzP7/nCA6or\nX32+8vlfmTmYY6tCdIIbRpoaIQLNSEPqw3W3oN4TtCJAKUJDiBoIU8RYulxAPXpp8X+717f1kHDS\nwEVc6Ksx0wGpp27btZVlyVhp1LXzHtz1eBH4uO7tp7MX1RTnB0Q2YEJjIMiRguA8hOgpzSjV4Uph\nEofReZeaQSfXp+KlC5acXzA3UXQjpAktpW9VpoivDUsDWtYOwbVKbt2UlWIDpQ8wrULLqDci0LA+\n8IweNU9cFiwmDIO0o2nfS4kHy0ZwmXqhKqvbYT6gOlHwaNiTaeQC8uiG3eRpDw6/890Ov6zEacRy\nRnGMg1FmRV3AvX9HLokpeJodMLcgXMHV0w6BCQNXg1GPfT7iU2Q7XiqPdkTzQPUR1HPzOHH9I5/i\n9PHHvP+//yrL136NsRmltO56l9SJ0AwQBWsZFwTLnqDtwkmAQiLW+4snpZLD0Ae5LoJlHBGVRihb\nr7ucJ+8nYi6ItL5FirsOkbEZIWBt+42qQOOve3sUTXtcW4GE2gF0BCtY7TOF6htwmb9It6SL6MXq\n3jczmjze6C7W3JAESPcftbDDseEMjEhkocURzY3jNxbGd++5Hq9gmProI3TRlqQrdo8zb//ARzh8\n/cxXvvjA//nFB47NkdXjvOJvJvQ0k5LHRYcv9G/KeVQDgd4abUXJ2tsVcbGvfxejSuyr8Pgh79Pf\nrRv+d3R5wQXp5hgfQBaseHRt1FOjbY3l2Fi3Qs21Y+viDpE+tRcXcfGCpKeidcSsQr2YdC8cg612\nOK7XRnWJYtBS6C2JVWwrlKaYb93jkQ1fK7UI2/GMpIiNjpJXsg+07YQTZW2JLA51HZpa1YHz3c9g\nwlINKY2teYrr30vbFMkbNXSsndEHT14zhEvhsVVKFmqdaOO75CffBc/eZnv3XZYnNzyUlcNcKE8f\ngVby4UgaHSEYZT5jteDOB4ZkTG4GV/DMtLWxhavOqvQTshYsDrT7V1g94bb3kfM9um2MjyOcD1iK\njF4wf0W42mF5o2rApS50s3Xj6iOv8bE//imu/ug/xWqe02q0JqgotRlVKnkcac6Rz505Kj52TYkq\nyfqN3i7GppZLn0NtZzRnoq6UalR1bA0cCb9kglRiVkqRDkQOEQupP93xEAURRS6rVhGPbaWzMkR7\nLEAouAvvFN1wZcNn60NIjaBCbR4XUx9yNoe0js5zFpAhoCY410lpXjOWLxylsv3Gg8xhtNw4feF9\n2mFF8txHD2aYhn7A7a64/cgTHn3slv/7F0+8qgOlCrg+RJfDGfXd6h28INLwrutyOoMo4PyIDYHg\njNga0RluOWNByKViKfEhz4hv8yFhAR8DpITkBZ1X2rZQdaSsxny/cTxkTnPGO+vbAzIW90i6ARST\nCUJ3cbo6430FO3QdO53qbDLiVPrMwSJyfU0xY3aOMHrabo/R++d5qxCEtTXEdy+BVe3GJgaC5l4t\nFDpaj66urOdMw3cZYq6sS2MwRd2AS2DlMsGXSDGP852y3eGphdIabAU1IQy37P/4H8Z9/NOET7+N\nXCsPznH+xnuUQyVpIUqF+1fYekbaBlU5vbhDzwvnh5nhesQtG9UMtf7UGqaKOxxI5Z7RCnHnyJrw\nu4ntfGR7UOzRY6JFmg1EucNaIj3ek+ZvUt0Nu7GQtpncJiQFfD1RF8ENN3zs9+14+6f+KOvb7zJX\nZTZY5xO6ZtrLOzYaQSttEDa6WEnMaCYscUcLgeIctA3F4R24GFlqoGurFKsz7fxAVQOjtybjBZ+u\nDanuMgwWTOQCwQUJ2nmbbYbWZeSkPdZ6ZABOutK2XFbOzV0oXQ3noFQHacB7w5eCxBHzAQMS546u\ni72dHIZKrg3ixReS9nhnOAfzC2H9+vvY8YCUh05FM4fJAHHEXQ9wvueXH1YWK1QtHc849TY30WgU\n4tZFYrlUDFAV6lpYlhmqEqMwPHtCrZ1RshmkxyPONsb97yXG5TBivuFEaVVp2WFrpi0HlvOR+yO8\nf7IuEkoDLU599lBPPc/CKbQz/qIUlBQ6zQoHtculrXpC7P2kNWPLK9uxqzizCctqcO6Gq1LABUer\ngvN9TeQdlLrhlwy6sTkPxdGcw+UegFLVkBgRg815VtuISVHp8BNXKyF0O7NvG0kveR5GF3xVpVmk\nTSP69BE1FO5/9u9StzsOv/qrnN9/SfnGVzpZfzlRmmBOyJqIccB8pKwrNMd67nTsbfbc32csh74q\nGxur64Yv2w+U0ENh0nLHdi7ocIufIrpF/M1EO2zoG59A2pHlvCG7EXnxTWYbaaHC6Z51CbTpGi9n\ntAayPeHmceR7/sXPcfvH/gnO7NhkZN1Knz/NG9U8smwEc7SsqBitrEgGKbnv+GO3sRe0RyWg+NC5\nC0ECYlvf/atSJTLkDV8r0TLe942WNyG03BF2NNQGmu+bJGcbuhpah+74dL6DYQwICaqgecHQzrdU\nxbH2TYcpOj7uVYdrOOdRd4XEobc54inVE+MlpkGu8Ze5lFxmSXdfWdleLciW+0bIaRfSUcivvsXP\n/fVvXpzFDQmhw4lqwywRYiC6SPMBESFET3JKXReKdRODFyFMkfz+S3SrNPE4bbjTzK9jSz7M9e3l\nSQwOl6yDRTdFtX+cl8zxHo7nldO5oM2gFGi5g2gsIE1o1hOV+koTMOvy3Zg6KVpAbMOX00V5aV1q\naxVf6sWQ5ciuUQ1UDO+6HwJtqPNUNyIydCqWi9hFh2+qVLQj7oNH4xWNRtyOvZxzDnOR7AKbJOQy\nq2je0XzohCXnqFRoShTlje97gvvg17g7HDlXY/7gFfN5pmy5KyrzQnEgYw8wSnpEQ6WUrizVBnhF\ngqPYym4XaM2QujFvRn65EB20h4ytK+v9TB6uIRuTX/H1BNuKtpnp0RWxKSFO+Hlm0yvSteBLhfCY\nOGTs/oFSU0fgtYW6ZbJcEVLi7U8+5mN/8ofQd99kbsZ9Nk5boxhUInNRzCqtKCp0ElTrBzli/TCT\nPpV3zmNuIna+NXV8hJVK04BKZXHSGZzuwvIIoZfiFyWiiGB57X6ZWtCL0aut97QaOhtDDHN7pHYJ\nebGejKad74LkivPxQvg6odKwphcn7oa1ikOg1g5nFukrWBTzvepSl2gO6nHm+Iv3tHnp3hBxSJux\nF7/GL/wPX+BnvrRAAK+Ga63P4GLAORicJwqo9W1REKOWxlbbBZZnPRVu0a60DIK2fJlfeIZpoJb1\nQ92n32aDVwVJCAVrwLxRcmCd4dVW+VbZs3VuPG6IpMtwqHsbandOOqG5Sm2dAdnEYxvIesTXDXEj\nFuMFkhLxTbHSyD708JnSGPNGsp7M5LaK8wNKotUAeaVJI0uATfDZKOr6lBxhsYAUZV3PkAtL622J\njWMX71RlcpcEKVsJuXSLvFdaKzQ3UpZGeirY24m/d3fNTC9jPR33FstKs8i2u+0ahTqzZiOGhj8W\nXOuaBTftSGK0GqhLRluFtpFDQN6/ZxoSrWWKOg71iugbYZe4fcOoi4dnN0TtA0OTwvb+ggrs3hjw\nd6/Q3VuIr+ixUPwT0m3G55nmrmAMuHbAspJNyP6GRzvlkz/xB9j9kT/ErJ7zsXA6F065stXWZzwK\nqxpNjc0C3nIXT9VubT9VcGa4tlJdTw+JudBcoKWA844YI1FKh7+gXZEqXWvifEPN9cFm27BW/l/j\nV16prWFbX13K2MlZZh5P7KDmqmj0tHiFL43mYiddyQTiabp2HmfwF63Gnv6UCF0F6zK+NSwE/AUg\noyEy362cv/4SWQ9IvoOXz/nKX/15/uJf+iY1uH64eQ9jolEJ4nG2gDNKU4SGH12vQr27pNUJY3B4\n3y3h67ngzRN8ZLyNTPtuzHs4/x46JJw4ZFHaQ+6AWRvIdwce7ldevr+SH86o8xQgVyXXhVa1T8Hd\nru+Z1YjF4eNNF+KYglXMV7R2SW4tvc8l90rEhokYOiMTFXLYo8NETCM1JmrjgpszbJxAlewcspeu\nqJsGmPrOwpvRRPHW4KIV0KCczkqpRjMjb4ozj5dISztUur08ekgixJuJ9S7z1f/uS7x55biqituU\noDAAtXhiClxvM9EGdGsMO4ftrmgIzg8Mvj8xsYp3mXEHrhmZEV4+EEJhPd2h50IMhWHOpJsJff+e\nEkaCvQKuIRX0IZOrEnYnbBtYV8FdO7g/0rgi3Rh+Mwq3NFfwdabmAbe7JSZFsmIuYtfPGCbPJ/7Q\nu7z7r/0peOcpBaMWpW29ulmXgisVbYWkhdICMW/kkHq6V/BsaoDhW0EJZOteF2kKm3UmRBDECRbi\nRX9h/YYNEw7FUWjNY6XPHlQbRUckb+iSqcXRSjfH+RTx5H4QJI9XI7JhdGyh+/VBogrJe+SSOWo+\n9EhJ7fOwAKSl4we89iFjSgPDcI13kL96xg73tPe+yhf/yt/mP/4vvspDcURzRCeI6yT05KRDna1r\nH6p04RgVlizkIkw3O+IQcEmwtGPOEMeER/GuEsOA+YHzknmZfw95N6xkrK59vbwu6Hzi3DwvHyqH\nVYHCOHQIrMdwzgNj920wA53p0EjguqEJ6+GyZrEfIlbxUijFoR6aOtT3klLVsOTxY8LMs5nB9aO+\nOWlcTFINEw+1ornSQfcOytr19z7RZOw/SvG0EnBViK6hVrBWUXHU1nFp1LmLaWrrm45WmPaRbMK5\nBnZ2piaPkFlr4XRYCDFiZWOh4cLMtJ+QJnA+EiaHs41cEiMrPkbSkNDi2M4FWRfC1Y7iEhbTpW0a\nsPsXaG2kyWMFzAK8eIEFT0gNZsN2j3F1pjw02vga8RpczVQ/4ceCKxk/PcJ5weuJuiqNQggNyTM1\ng4VrxCJvvRP49L/847SPPON8PnO/VeZWqVo4ZSWbkcWo0lh9gFrI0jNQnALOI7EHMw3R94dFqdQA\nUleqhV4JqsOZEqMn0Lp3Jghi2mebBpxXcqloLZStUVQpJXcmaBjxlnHBEXTBNcWa0vCY+O66FYdI\nwzmjlQ50MR8J+A4rig6TXpW43YTFq57BkuhmPN8IMaCl8PCLz/k7//Xf4z/96W/wcinEC/eVpjgq\n4xi6j8XchbGqDB6CQl0r2yVUKA7dCFg3ZVk3VAshecRHrq5G9rsdTYX73DdIH+b69iL1ZYJs1JrQ\nDbb7lcP9mfvTCj5AGH6jt1fLPcXIW58/OI/rbNBu6CprB9ZY7wFBMRWqmyg+4gHnPFEzrvZ0LAk9\nP7FtK5IXoho233dUXYidsl3tEgLcHaPxArlFAi1O1EsPLSHSWr3wHSqpZIJo92MEAN+3JXh8O/dI\nPAlw7Rl/6C2OB+sqz+AJbWObG3XpkuVlydAaKY64sKNJR9pd7zzLiztqg8fT1m8ErdSmnJ8vxOuB\n9OyK/MGBaQftbLQAyxmGxxPLy43mhfnFSm0jsq1sd4aNI6Pcw7rBOLK7gWE7UV0iDoa+OtNkh98N\nyHKmhT0uCIEjZYs0LwxJiFaoee3W7O3M7c7x/f/qP0f45HehN1cccTxsjbUa69I4rw3NirYuCFKr\nNPVd6LZmmiaq9sDfLPsOqt1aP0DGXQ8B9xeUfRzxSbq1u1W8b11CXxZabeTcWM8bSzFalgtVyl/C\ncELXr7iAiRKGSEAJznfk3VY6zdsuo80YCQrK2j0cBCBgXqhWcL7gnOHbxmhK0NozVUvl7/+Nr/CX\n/+YDrxZILpDPZ2Jn7CLNIRa42g9MVwkn2tW7a+a0Kee1EK0xuNZjEmOgDSM2JoYh4U0ZJ8cw7ng4\nnnjxwT1bcbz9+qMPdZ9+eyuJuSPMyEdKbczzxt2LTC5CvLqlhR6rF8S6ScW1jpDzAWXrGgNq/8XZ\n1MtBpUfquZ7vqGK4eQHrQ6jmE9KAJiTrU+2YRpop1O7TtWadVuUEdfTMTQHagmwLqoVFQOc7jIIP\n3eCFC3jnkGEip4msUBDqecO1emljBKsXWExVnrz+FuvPfp6dL6RoHE898FXrSok7YlDGULpadD2h\n85G6OfZROM2eMEbEhG13xfFe+5tGC2++FhivQDYhJuW4TuzqC6iV293MvGb24US9OzPJC7aHmfrG\na+zDQ0/I2j8lekfOiTbsMDJsRnFX7G9ndK7kGvHjgJ8fyG2P+JEkB9pszDZQ8oHtvfd4+TBykO9g\ne/wON2+8wx/89/4cP/wf/Xk+8R/8W7jHt5wPG3lpVBzVpANzA11q3zYWHAMVE6GJozAyugxuoLmE\nRkef2l0SP2PsA0QWzAKSBnwYeiK4GDUb66bMp4XtNFPWjM6KayfI3bTnQh9cwtAt4Clickn5cvmS\nHOeQYJ1h4RP+oncI1qnatBGrYxfpmfasDukMCPOJh68/8LOfv+PlySimWPOkRzcU7TMSPwVCKJS1\nUdZC2g1438lZqoKbdozXIy4YbMa6NfK8EurWNx/OM95e8XDe+ODhzOICzx5P/MSPffZD3aff1kOi\n6kKbK/lYmQ8rh6PywaxocARbGawQ6BQhpyNeRvCCFEVkRMRAIjFEfKhApuOiez6nBSGUFdvte3ai\n0kncKWLBuspxCOi0I6UBgu9OwgsO39T18vWS4N1CoLqIT4nRBfw44tLugkCbsbLSrLGcK0lngliP\nwdtdQTAciWbQcKQKfqpI/ID3TiNbTGzHgqP3mjhHTIEoA02l08HnE2GXmNqRIgO1yEXuLNhxI3Fg\nlQFV4+68UFeoxwd0vyOKsF6/jvhAOXv2y4nmbnHVk3dvM10NuJcnePaIKUh/g08j17uF9vxAm25w\nbHD3ipknpOtAON1TJKDjQMgv2QoUHWnrTDmDTm9z/alP8dY7O954Co+iEmXjcSq8c5v4fZ9+wmf/\n3E+iw8TDpqynhU37pH7NhVyl54+WjGJsNdOskXPGxJEvIN+QtWtFFCSvOOfoP8QRDwSbO5Qojd35\nWSpuzSynlXk17h5W8nIib0PXO1hA/IiG1Nej5pC1Irp0gLHsaZeoRGcGWjv2UKy3HuWEaMVL7vGL\nQRAZcHHEjbe40Dh98Ir/5ecP/NIpsJmRACdGPZ6JKZF8YLACzfX3rROW48JpzhSBIoVBKkkErcIa\nByqelDqWcZxGhuuJMYxoaxR1PL264fd/5h0+887vJcblWmjbxjYrD4fK187aS0VxaK6ENGDe96yK\nABL8hbkA1A2zrXsm2kbzBt6jwdF0vBCsLr3dtnbhjus9m6ngzfWn/+bg/lVfs9ZeRbghdk6El+64\ncz1nQWTApc6f1Fb62rRlIFLEk6AfIMmBu8a7rsgTLZSYaBe+YvMRjQNyc8N7Xzoh5UydL/4S73BD\nIMYdQRt16kq/oMpw+6TnaPiBbV1IqVBzozlo2vBZUWlsOZKGkbYVxttIPWZku8O3xjAIbZ7RccJa\nJjwbKF+7QwbPsDN0Bj+NDPYKjo1NIvEm0h4KGvf424QcD5QquMdXhONztkNXRLbTibXdMLzzSZ6+\nc82jm6l7CVKktkathdogLxu1KqKej33PM9764e/kbl7ZimMpdP1E7aRxM0/xjoWIlU7Eqk7ItbNC\nq0L1CnXuzuDhum91rGFkPAXzCaThWs8zFVc5z2eOy8rzlyfuHlbuz0ZZT5QS0CI9QBjtrtZm1Ius\n3ik4Vy5uzBlnAZciLvbthrkE40QLEbGG4PrB0krnlpLZXq18+YsP/B//8MTmupamiUGr7PY7ovXZ\nREhTD40KQsD66ny8QqtjNw6MwaNibJuw1YJYplXFxYlpilzf7ClaaZvxeBf5we99nR/83Hdwvftw\nSolv6yGRra/q8vHMq0NjWRxOEn645Btq10c06/2daemSbK04Tb20tN5HUkHlqse3WYCauyhGI81F\nZLvAyhSCNMR141Z0W0fbpQ6X8cFgWSEFdFmote+/xTUSWwfSBo/b37Bz/U1TLJNo3YhU585VcBnV\nhppH8PitQmwE7wnJ4bySD3dsZ9gqONcwL6TQWYWahp6otWQqI2n0gNJW0NZ/BqsFXC2sD0dcXbDr\nPbF64q5xbAHYyBlGqRh7Bl1ZTjOUlfqQaS2z3q88eUtxL19R18qUFraXM+twQ3rskfvMFq6Znt4g\nL99nXQLxdoL5W6zfOvLwYmWZE+XRdzC+89289tYTrse+3cZOvUVYTog02rZhbe56mPVEtR4s9N3/\nyp/gyUff4rRVtnklW6NtGa0FdwkOXs3I0KFDVdlKAwxFCS1jFjvCfzt1YcOFYdkc0HoqepOG+j1+\nGHFx4pDhsDRe3W/cHzeOh41SjVI698PUQUy4tuFFO1jISh9+tnxZuF7YnVsPC3LThFTF1wIacFVx\ntaf24twAACAASURBVCIhEH1EbeAbz1d+5ssHNjdh5w22eknmqrR5JlhjGCNWV9J1gpZZNqUsDa0r\nITTGKBCM87mwosjSW+oYYLff41zifMqcTxlY+ewn3uJ7P/GEx7uGpg932397dRLzxnqufHCEF/eV\nopUYA6GCF8FJxceOnm/LTG88E0pCk+HM9QTupoj3CDMubJh1C7b6Pi03p/irAR88fnAXvbzDSul0\nKBQpK5FKW+mqPBeJ+yvCNIAIukmHzdQu3dXl3P9O0qPZDMwnzBJWoJ0qwUNoSy/TYyRapCRPWxaC\nbCxH41QVSb5XQU0ockNESHXFVyXvbrm91d4atYZOA9U7iovI8SV6+4jr/UQcdzjvGTTjYuKp3uGG\nkZFCG0ZCOVJCJOQG455wNeJ04PomcH4IuOs90pTVAvHRSHrxirIo7sazD5W2Vnj8mDh/g9OvvuJw\nv2eJbzB8/Pt59ql3eXZjTKMi5Z6aO2y42b6LvKzbxWUYqauh+UwlotuJ1kZefxL5wT//LyFTYK7G\nfMwUC+Q1s5mgCpMpXsDUuA7KqIoWY2hrb8XMAwFLA0ikifSbuQoaBrQVggmejNaKWuFsjm++f+Qr\ndxv35yNLFtq2UbfaEXO+rzotjJc0LoeEPc55HJ6eLKaYBtSX3gqfXmHRdzqZc91jEW4IQXBeuXv+\niv/5/3rOtx42ynZHEE8I2pGH0bO7vSaNe0wa3nnYGs2N6EUR7KNjGhLBG9sKWnuVGVNivJ5I48QQ\nPcOjPbUoTguf+/5P8YnPvMXTx1Mn1M8f7jb9th4S5eHMw93M+w8rW62EYcK8dmal115e+kQLrVuF\nL5mQIjvMLqaWYqhorzp8vCR/DRipU4PGRMR1EKsqoD2R2oe+pqo948CqUtOA27v+y1bFSsbXRqsN\nCYJuMzo4uJSRisOXnhRWQsbnniDWfCANHZUmrVFaRIKnYKRmjL7xao6cTAgUKiNd6u8ueD1jqY0w\nNPZl4bQGTAaKKHo6U01w64aP14TNulPSOrSGmyvcVmG3IyxdGBS3A/HJNck5XOikIkQZXaGcINqM\nlYK7GvD3K+V0RB9fwemectqoVmF9wfL+mVdfC+jNM26+6zt482M3PLoJjCGj1Shno6xb304YiJ7Q\nQjdENXCl4KfYB7jLA9tasXwktxs++rGR7/2zP4mIsCyNdVlo5siSWCSwqGNtSotwbI4SBK8FQupZ\no6KYGciENSM0uhXdeTClMXWcvggujfjUOSQNz2EuvP8y8/LuwDKf2MpKLYL6G8R7NERUG5TaVZve\noxZR+lrVOcVVgbrhdMAth66VaKXDdVLEi7IdF/7+F17xi8/PNIwgA7Rzp0W5hE8OJ0a5GMjUQVNP\ntUb2DpkC0zAQkjDPsNYePRkF4uMdw37PcPME8xE9bAwh8J3f9SbvvnvDG88m4tRzWeffSyvQbTnz\n/K6xrD1az2nufWBfPxCHgOqKr6lj0MLQZbPrPdQB0wCxh5bgFGuN5gXTDdh66tXSJc1SC6IXluHg\n8K4/4apERAyVAa2An2jiENfQ6C8RcZ0m1RkS3RcgeaOI9fxR8VR7hBv6qnRynhoHNEZQ6wfeee4B\nPIPjboscNrBc2QjgBsRFquu79ZnA7nqirStHNcq2EmThdG4QtB9OaSKEhZgMr11dN+w8G1DqidNc\nCdcR9Yl0s7twHJWojd2+E6rn7GCdL1Dfge35CZ0G4jQiDwVQwu3E8ktf48WvPLAuO5587jM8efcZ\nV2Puea31FfMxY9sG3ijxdaQtqARUdwiNYl2c1EyppxnnA7PtaH7fNyROUPeMz/7oR3nnx36QFpQ5\nC0ut1HmG80ZJEQuu52G4PnNoqt3R63zH4Fl3YoqbsBTwoeLqJZrRlguBKiDW6dZj6slpp1x4flh4\neWg8HArrsdHy+UIY154u5uSSIs5l9tA6M7N5zE8dO8CEeUNlh6UJC4kmiWAbuW78w1++53/7wh1L\nHNi984z49JbgA+I843Vkdx3RdekHz27gwnYmazevPdp7RoFcjexcT42LHr8LyKrYueDFCD4xJcfb\nz6752Eef8sZrI7vQw6y3WljuP1wp8f97SIjIfykiz0Xk87/ptcci8jdE5Msi8tdF5PY3/d9fEJFf\nEpEvisg/8//1tQ8n5WGtqHlcVNKYKM4jMvT8CQPTikjtswdpPWDXJUxqR6ArmJPOlBCPqxlGh0jo\nN3Xas+YKvs8mrLme4l0bJE/qpIdONcoLphvSKrZWalZqrf0J5KQH3pZGowNLQ+08AXUOR75EyRq1\nlIvQKlCCp4ohoUNWlsPK3VY6GzIGxhS5mTLBeYbWkOiZTNGyUWSH08BAY7OB8rBwcrckc+yvGpJG\n6rLycPWUlIw63nJdVtx4y/5Z4rR59imTjzCFxmABtyvMJ0XXM2mbUYMhL7S2MH70EU4LefPY3pPv\nM6cvfZMPDo+4+YHP8fr3v8Y4QOABrQPt8A3OeeoRBddPcVRSfkHVCdceUO0Hs2uFrY6UCjY9RoIw\nTXsGVwgeQEjjiPgbPv1TP8bVR15n1sq8VpZt4+Qc2+FIPiyUtaLN0zCyS0TX/R3E0C3VonjXYxZ1\n69wFcaHHLWwB4gDDhA0jA4IGyC5wVxIfFOVlCxzy2le/GUw9og4bbmh+6ICZaoS24oL1VHDbkGZ4\nOV+iDAJeF5xEBrfionF478jPfuEF92Pnd9YPHmiHA871dkO3Qn1YUO96nkntD5ytFaxm9qEnmKzL\nxrpplwYEYbyojklCvHqMhMA0wfVu5I03b3hymxikdg1HEzQL0/XV7+4hAfxXwD/7j7z2HwI/Y2af\nAv4m8BcuB8T3AH8G+AzwE8B/LvJbUze/cVfYFkX9hT05CKN0TqJLl/WSxM5HCB3yYVq7YIgzIt11\nZww4f9P5ghYgd66DXrT1yQvSCg2lxUgh0aapJxk5I00JCbHLqg2SKi44zBpxHPBcJL8SUK29D5UN\nv7u6qPhC53Q2pYij4vr2owRCmEguEkIga+DkPUGBouw8OO85L5BD36EHFYpCNcfIQr77gIwwPxTG\nm2smV0A3vB/BrnDXe67PD4TbRDwdKONAnM9oveJ68CiJq6cj2XmImbsXECTTtobsB/zW4PEtaRxo\nzx9wu2vsm1/i/JVv8vL5gXV6i4/9yNvc3g79PpwCax7QfCCHp4yyEqPglpeoBpr0Pnk9VPT8QDXX\n38PJGHYTKdbu9sz35NOBss3k+Uyd73Bx5M0nkd//b/4J9k8nVoz7tZLXlW3bAKPRM1L7e8M6cVvL\nBfrSczestT4LCb4nvovvleLYK1O3ntA8U8rS5z4lk1HuZuF0LqzFs6wLtcxo6VsvMSEkh7Z6weh3\nfYoOO7DUmZKMlyQxQ5zHS0FkYD1t/Pwv3vOlDzbm+61HQrSKa4KPgTFc0H8+dZ2FF3LOHFdlmTeS\nGilGkgtU5ygCQTwpBNqldXCr4KwwmOPx/po3333Cm29fc31lqJsQdZRloXlj9yh9iCPit3FImNn/\nCtz9Iy//SeCnLx//NPCTl4//BeC/NbNqZr8G/BLww7/V1z4eoaZwCXYB3QxzES8BsUZuvac3FZqF\nnqVgDbzH15FqqadLeYWW+w/MjzgC6vfgJggRixf/vBopQJBCyqU7PUulloLzisSIti6ialW7unLL\n2MWPQV4p0pEdzqceC+iNXRLUF4oYfVvbEGt4KVhdWX3CjYF1U4JG2N8SdhNrdlTp8FbWGULEpQ7J\nlbKwFkfYjbgoTI/3jGklDDuGwXNajCQrSw340VHrgERlfXGH7ibc/QsYPKIrpg3dFo41cXUdaTUw\nXnnqqRCuR+rdRqESHw0sX/s6d79yx8M88ej7fpC3P7MjpD1a5o7vq4bzEQs7Rnem5ICePmDdHHr3\nnLzFjiS8fkJ6/IQxduu2zSfK4Y7l5SuWFljX2rUeFUpZWRZhOZ4p28ib3/Nxvu/f/3d4/Q//CNPT\nHcua2XJlKyumG5VCLYq0TI2XwOl60SpcALciESehw180o9ZwrfYgJAfRp99IKAvDQE6Jow+8PK8c\nlpXlnNnWSlmXnoOqBUfuAc7Sem6sCWwzWhsmQ7cPWOu4wjTgktCk8Y2vvORv/coZDQHXwBfDql5g\nuIaPAzEFtBa0CnUrtK3i1THFyPX1SEI5nCvbpoyDR6LDBSHtAtc3T5BxgFy4uYp85KMjrz0OXCXt\nEREBHuZGAa6ejB3G+yGu3+lM4nUzew5gZt8CXr+8/jbwtd/0ed+4vPaPvRaDKBHve+8eDVwtNBfB\nJ6Lr+QSIINvSk6NlQi/eCucrZgVK7OW9ClYXzDmkLj3vUTt3QFI3DJVlxg4LxQuqAT9c9TDe1oNz\narimIrTSusJOlbAaYSsESico9doCtt7j6ppxuXbZeGsX4G7nC3rv2O0D3B8p20pdVqbTAyHCNNKh\nIHXDJ4dZ5sRAcA4HyLRnmCZ8usLlyhYH9PxAvLlitI06eMblgbNMjCnThsdcv7ajnIz65BZ3eEkz\nB6eNLQR224ntfiVqpuXGMGSWDw7I5IkWWZ7f8/6XHygf/4O89UOf5OmjA3osOLdQLVKXFQkdfuKc\nsbx0uFApdkU+reRH38WoX8NLY0oFPd4xz568Ftpwgzrfk+Jx+PGKIIEQHZBw1lvHWhq+RX7ge57w\nE//uj/Pdf/rPYLteMW4r5EU5bX3FKRTCWqCEnktKwGQFhaq1u4tDnzsIAXaPaT3OowNlvOBNGABH\nZX7vPd77+h0f3J14eTpxPkHJlbZ68OAsgUWcVpx3l3BfkFDxrHjr7lQ3dVu3OOXh5Ym//Q/u+CAL\neetBQOKElDzj5JnGAYJiDeIUkCg0jE0DWzCmICTf32prbZgHKRWfpKel14jWjRgc0+B543Hk9avE\nzbVDRboR7aLA3D27It5eYx8SWvm7xbj8sBwLAP7ae7/cezwxPnP1hE/fPus8BwqtKj5030MLnjLs\nmYYEOuNsh8U9aMbwlBhxZcEcPfdhaV2J6APBKkF6OE70nqJC2jnCtiBTN5lh1hWZWcjrAy5FkmaK\nV7Q53C6yWf+l+Gh4UXwRvC9USeDAiwMiqtrj6oZEWWeSOvay8F4LPQJOGzlEpqJ4II97tCxo67mi\nk82d0GQjsRQYMu6sSHR4mbh64slLI+5G3CHTHj/iZtuo6ZqhZpYSmKZMeciU20e4c2a1RiqOswwM\n/sTZJyaB2V2R9jPaMsevfYvDg+Ppj36O194ZaQjbfE3YVeaHyNX1AyUOyOF9yjB1s+3gqKsSp0La\nTyR34LQ+xqeJeveScPMmEcPM48i4OKKXd4uuGYZIKwKx9ZvPNvCJppk8K/sh8MP//CeY9j/FF//i\nX+YhN3SD3VWhZKhtxCxTJYBFcAmlrxOdGqaXjYMXzPdwH9f6vCiLYzAjhcTgHOvW8z1m4IPnD1yn\np9wcTuzTSNzO3T4/tP5YHQJ+234DNhRr6SnlaYcndPcqxroqv/AP3ufzz8+sGz3RvjV8cvjW7QJ2\nPeGyQ63DjsUEJEKs7NWRJs9ahNPacGMkUUl+oGwZt78lr428Oa6d8dYnbnn7nR3XO6VmQXwF7zmW\nyJdffYvP/8LfBXrq2oe5fqeHxHMRecPMnovIR4D3L69/A/job/q8dy6v/WOvP/UdnyQM8WJmKUh0\n1NjQc8HHgdYcISRUK5FLUK3FnqLVBHEeiPi6IijqEhTFpEcDGob4jezBx4mqJ7wXShPEC74Z1Rpj\nDOhW8M6Iqa/UbPCIDhBWtBV8ruASUHBae2KUSmeLKIDivaGDo27aQbd+YHz3modf/oBtK2Tpobae\nghMYxxFaJsQB2yp+ChQf0BbwrBQTPAmj4sbIVWhEJ+haKW7H/lEgDAOyF+q5kcWY9p6yCWEPpxcL\n+ytBtx4RMNVKDiPJ72iuYfM9720Dk2zw+uu8+U/esHt2RVPDnOGvI3q3Eh8X5gchyIF1uMaOK85J\nV6ZGw84b5hNldkxPXyP6B3R6Rjvekx5NtOZpbt8pXMHhRAm1IMs9Ne6hRaiZIg3vItRC1ZVQIul6\n4vv/yEc5/OqP882/9FcpruJ8IF71J3mTAfGOVnOPK2gVJfWVsABh7FsJeqygigcrXc0aHBaEcs4E\nbTQJFFNerY6rFwf2TrjaG9E7glNCCN2J7ELfCMmGNSXjccOup5X7ekmqr3z9lz/g5758YNaIG4xw\nySF1Egg00m5EVHu1EoR0M7DeFUptxJgITmlZ2VpD1UjWs0lcEFxNbHPGCAzTwEc+9ojv/ujrPLqx\nPuzHoAjHXAlT4Ec++3F+9Ic+3t3DrvGf/U8/+9u+2X+77YZc/vz69T8Cf/by8b8O/JXf9PpPiUgS\nke8Evhv4O7/VF63ZLinPEQuBRQ1KvODLpB9hQXrOhBfcRQWiBjX08lJbQ/2ADSPkY+caOrk4MD1F\nI0UTeSs4L2hz3d9BwofAED1cMiLV+s4pOKPmDq4Bo+bOvbRoOImoSTefhdjhgU1p6ZqmF16hOlqF\nq7dGnrwWOGdl3QyrEXHgLdLawLaVPo/RDVGhLhU9ngllodZONzLxpJ1HnKNmz2kJ+NuRsay0acC5\nhXwCkzO23lNbJUXH6ib212MXMjlhPRZKq8wPhZYPnF89cJ4b0cOjP/BDvPnZjxKbQD0hxfDDBOup\nMzRePuD3iSVH7Lzi9yO2HdDzmfWholEIyRP3QpAT25zwOuNurljOIFLw5VUfPNfWwTk4WpgIobs8\n1XtUeyCOCxGfdmicKHUg1JEf/tPfx1uf/RjZe7ZqtNy5oFVb/33KZXMuHm/SHZpmFyhuRZtDa8/V\nEAySw3lPcw6qQTPiVddYnEvhvYfM89PKixdn5vNKrpmydbpZM8FC64jDtuHs8reDEAOhbdx/4wU/\n94VXPNdObHdGl8E/2RFdY0wd778Vh380EkZPPTVKrR25aUpKO4o4VlNigrhLWDNKKZzNaE6IyfPs\n9Su+8+0nvPFI8SliVVlKYG5Gmgb2j6/7NyDWn2j64SqJ384K9L8B/hbwSRH5qoj8G8B/AvwxEfky\n8E9f/o2ZfQH474EvAH8N+LfN7LdsRULsHEq0I8VCNjhsHUGnK756ZF4IVnuKc5jQ4PsWo24IFS9d\n5KKLYeGqC4u8wCVbI4oyeI/7f6h7k15dsuw871m7i4ivO+3tb/ZZVZJYJMsiKTZg2SRLsixIhERA\ngGxLgGiPDHtgwBMPDXuiqX+B/4CtgWDDAwECLJk2YFs0e5FFZlVlZX+b031dROxuebBPcSaYCQhK\n8EwSuHmBTNz7fRF7r/W+z9N1JGcxoZWGrFW0ZI6zoi43kY9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7Mxy3lct/72d4/LhD1mtk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\nkggAaMHtbAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea79fbd310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # plt 用于显示图片\n",
    "import matplotlib.image as mpimg # mpimg 用于读取图片\n",
    "import numpy as np\n",
    " \n",
    "lena = mpimg.imread('lena.png') # 读取和代码处于同一目录下的 lena.png\n",
    "# 此时 lena 就已经是一个 np.array 了，可以对它进行任意处理\n",
    "lena.shape #(512, 512, 3)\n",
    " \n",
    "plt.imshow(lena) # 显示图片\n",
    "#plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512, 3)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lena.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 从脚本中运行"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在脚本中使用 `plot` 时，通常图像是不会直接显示的，需要增加 `show()` 选项，只有在遇到 `show()` 命令之后，图像才会显示。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 直方图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从高斯分布随机生成1000个点得到的直方图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([   11.,    60.,   375.,  1259.,  2590.,  2919.,  1893.,   726.,\n",
       "          144.,    23.]),\n",
       " array([-3.9829349 , -3.22056177, -2.45818864, -1.69581551, -0.93344238,\n",
       "        -0.17106925,  0.59130388,  1.353677  ,  2.11605013,  2.87842326,\n",
       "         3.64079639]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fea784aa9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(randn(10000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
